Data Import, Augmentation and Preprocessing¶
In [1]:
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
In [2]:
import numpy as np
import pandas as pd
import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
import cv2
from glob import glob
import os
from tqdm import tqdm
from sklearn.metrics import confusion_matrix
from sklearn.model_selection import train_test_split
from keras.utils.np_utils import to_categorical
from keras.models import Model,Sequential,load_model
from tensorflow.keras.models import Sequential,Model
from tensorflow.keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D
from tensorflow.keras import Input
from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization, AveragePooling2D, GlobalAveragePooling2D
from tensorflow.keras.optimizers import Adam
from keras.preprocessing.image import ImageDataGenerator
from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau
from tensorflow.keras.applications import DenseNet121,DenseNet201
In [3]:
#Train Dataset:
import os
dataset_path_train = os.listdir("/content/drive/MyDrive/plant_disease_dataset")
plant_types_train = os.listdir("/content/drive/MyDrive/plant_disease_dataset")
print (plant_types_train) #what kinds of plants are in this dataset
print("Types of plants found: ", len(dataset_path_train))
['Tomato__Tomato_mosaic_virus', 'Tomato_Bacterial_spot', 'Tomato_Septoria_leaf_spot', 'Tomato__Tomato_YellowLeaf__Curl_Virus', 'Tomato_Early_blight', 'Tomato_Late_blight', 'Tomato__Target_Spot', 'Tomato_Leaf_Mold', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_healthy', 'Potato___healthy', 'Potato___Early_blight', 'Pepper__bell___healthy', 'Potato___Late_blight', 'Pepper__bell___Bacterial_spot'] Types of plants found: 15
In [4]:
import os
import random
path="/content/drive/MyDrive/plant_disease_dataset/"
files=os.listdir(path)
d=random.choice(files)
print(d)
Tomato__Target_Spot
In [ ]:
# #import the library opencv
# import cv2
# import glob
# from google.colab.patches import cv2_imshow
# #select the path
# path = "/content/drive/MyDrive/plant_disease_dataset/Potato___healthy/*.*"
# for file in glob.glob(path):
# print(file) #just stop here to see all file names printed
# a= cv2.imread(file) #now, we can read each file since we have the full path
# # print(a) #print numpy arrays for each file
# #let us look at each file
# # cv2.imshow('Original Image', a)
# # cv2.waitKey(0)
# # cv2.destroyAllWindows()
# #process each image - change color from BGR to RGB.
# c = cv2.cvtColor(a, cv2.COLOR_BGR2RGB)
# # cv2.imshow(c)
# cv2_imshow(c)
# #wait for 1 second
# k = cv2.waitKey(0)
# #destroy the window
# cv2.destroyAllWindows()
In [5]:
plants_train = []
for item in plant_types_train:
# Get all the file names
all_plants_train = all_plants_test = [i for i in os.listdir('/content/drive/MyDrive/plant_disease_dataset' + '/' +item) if i.endswith('.JPG' or '.jpg' or '.png' or '.PNG')]
# all_plants_train = all_plants_test = [i for i in os.listdir('/content/gdrive/MyDrive/plant_disease_dataset' + '/' +item)]
#print(all_shoes)
# Add them to the list
for plant in all_plants_train:
plants_train.append((item, str('/content/drive/MyDrive/plant_disease_dataset' + '/' +item) + '/' + plant))
print(plants_train[:1])
Streaming output truncated to the last 5000 lines.
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
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[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
[('Tomato__Tomato_mosaic_virus', '/content/drive/MyDrive/plant_disease_dataset/Tomato__Tomato_mosaic_virus/526f2f56-2290-422d-a454-d576aa72d466___PSU_CG 2057.JPG')]
In [6]:
# Build a dataframe
plants_train_df = pd.DataFrame(data=plants_train, columns=['plant type', 'image'])
print(len(plants_train_df))
print(plants_train_df.head())
print(plants_train_df.tail())
20482
plant type \
0 Tomato__Tomato_mosaic_virus
1 Tomato__Tomato_mosaic_virus
2 Tomato__Tomato_mosaic_virus
3 Tomato__Tomato_mosaic_virus
4 Tomato__Tomato_mosaic_virus
image
0 /content/drive/MyDrive/plant_disease_dataset/T...
1 /content/drive/MyDrive/plant_disease_dataset/T...
2 /content/drive/MyDrive/plant_disease_dataset/T...
3 /content/drive/MyDrive/plant_disease_dataset/T...
4 /content/drive/MyDrive/plant_disease_dataset/T...
plant type \
20477 Pepper__bell___Bacterial_spot
20478 Pepper__bell___Bacterial_spot
20479 Pepper__bell___Bacterial_spot
20480 Pepper__bell___Bacterial_spot
20481 Pepper__bell___Bacterial_spot
image
20477 /content/drive/MyDrive/plant_disease_dataset/P...
20478 /content/drive/MyDrive/plant_disease_dataset/P...
20479 /content/drive/MyDrive/plant_disease_dataset/P...
20480 /content/drive/MyDrive/plant_disease_dataset/P...
20481 /content/drive/MyDrive/plant_disease_dataset/P...
In [7]:
# Image Exploratory Analysis
import numpy as np
print("Total number of plants in the Train dataset before: ", len(plants_train_df))
plant_train_count_before = plants_train_df['plant type'].value_counts()
plants_train_df = plants_train_df[plants_train_df['plant type'].map(plants_train_df['plant type'].value_counts()) > 100]
col_list = list(plants_train_df['plant type'])
print(col_list)
plant_train_type, counts = np.unique(col_list, return_counts=True)
plant_train_count = plants_train_df['plant type'].value_counts()
print("Total number of plants in the Train dataset after: ", len(plants_train_df))
# print(plants_train_df)
print("plants in each category: ")
print(plant_train_count)
Total number of plants in the Train dataset before: 20482 ['Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 'Tomato__Tomato_mosaic_virus', 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'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Leaf_Mold', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 'Tomato_Spider_mites_Two_spotted_spider_mite', 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'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot', 'Pepper__bell___Bacterial_spot'] Total number of plants in the Train dataset after: 20482 plants in each category: Tomato__Tomato_YellowLeaf__Curl_Virus 3208 Tomato_Bacterial_spot 2127 Tomato_Septoria_leaf_spot 1771 Tomato_Late_blight 1756 Tomato_Spider_mites_Two_spotted_spider_mite 1676 Tomato_healthy 1590 Pepper__bell___healthy 1476 Tomato__Target_Spot 1404 Tomato_Early_blight 1000 Potato___Early_blight 1000 Potato___Late_blight 1000 Pepper__bell___Bacterial_spot 997 Tomato_Leaf_Mold 952 Tomato__Tomato_mosaic_virus 373 Potato___healthy 152 Name: plant type, dtype: int64
In [8]:
print(plant_train_type)
['Pepper__bell___Bacterial_spot' 'Pepper__bell___healthy' 'Potato___Early_blight' 'Potato___Late_blight' 'Potato___healthy' 'Tomato_Bacterial_spot' 'Tomato_Early_blight' 'Tomato_Late_blight' 'Tomato_Leaf_Mold' 'Tomato_Septoria_leaf_spot' 'Tomato_Spider_mites_Two_spotted_spider_mite' 'Tomato__Target_Spot' 'Tomato__Tomato_YellowLeaf__Curl_Virus' 'Tomato__Tomato_mosaic_virus' 'Tomato_healthy']
Image Preprocessing¶
In [9]:
import cv2
path_train = '/content/drive/MyDrive/plant_disease_dataset'
im_size = 64
images = []
labels = []
for i in plant_train_type:
data_path_train = path_train + '/'+ str(i) # entered in 1st folder and then 2nd folder and then 3rd folder
print(data_path_train)
filenames = [i for i in os.listdir(data_path_train) if i.endswith('.JPG' or '.jpg' or '.png' or '.PNG')]
# filenames = [i for i in os.listdir(data_path_train)]
print(filenames) # will get the names of all images which ends with .jpg extension
for f in filenames:
img = cv2.imread(data_path_train + '/' + f) # reading that image as array
#print(img) # will get the image as an array
img = cv2.resize(img, (im_size, im_size))
images.append(img)
labels.append(i)
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In [10]:
# Transform the image array to a numpy type
images = np.array(images) # Converting List into array
images.shape
Out[10]:
(20482, 64, 64, 3)
In [11]:
images = images.astype('float32') / 255.0
In [12]:
images.shape
Out[12]:
(20482, 64, 64, 3)
Label Encoding - Images¶
In [13]:
from sklearn.preprocessing import LabelEncoder , OneHotEncoder
y=plants_train_df['plant type'].values
print(y[:5])
['Tomato__Tomato_mosaic_virus' 'Tomato__Tomato_mosaic_virus' 'Tomato__Tomato_mosaic_virus' 'Tomato__Tomato_mosaic_virus' 'Tomato__Tomato_mosaic_virus']
In [14]:
# for y
y_labelencoder = LabelEncoder()
y = y_labelencoder.fit_transform (y)
print(len(y))
print (y)
20482 [13 13 13 ... 0 0 0]
In [15]:
y=y.reshape(-1,1)
print(y)
[[13] [13] [13] ... [ 0] [ 0] [ 0]]
In [16]:
onehotencoder = OneHotEncoder(sparse=False)
Y= onehotencoder.fit_transform(y)
Y.shape
Out[16]:
(20482, 15)
Train-Test Split¶
In [17]:
from sklearn.utils import shuffle
from sklearn.model_selection import train_test_split
images, Y = shuffle(images, Y, random_state=1)
X_train, X_val, Y_train, Y_val = train_test_split(images, Y, test_size=0.2, random_state=100)
In [18]:
print(X_train.shape)
print(X_val.shape)
print(Y_train.shape)
print(Y_val.shape)
(16385, 64, 64, 3) (4097, 64, 64, 3) (16385, 15) (4097, 15)
In [19]:
print(Y_val)
[[0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.] [0. 1. 0. ... 0. 0. 0.] ... [0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.] [1. 0. 0. ... 0. 0. 0.]]
Model 1-DenseNet121¶
In [24]:
EPOCHS = 200
BATCH_SIZE = 64
SIZE=64
N_ch=3
In [25]:
#using DenseNet121 Model
def build_densenet():
densenet = DenseNet121(weights='imagenet', include_top=False)
input = Input(shape=(SIZE, SIZE, N_ch))
x = Conv2D(3, (3, 3), activation='relu',padding='same')(input) # 1st Layer
x = densenet(x) # 121 Layers - 122nd
x = GlobalAveragePooling2D()(x) #123rd layer
# x = BatchNormalization()(x)
# x = MaxPooling2D(pool_size=(2, 2),padding='same')(x)
# x = Dropout(0.2)(x)
# x = Conv2D(32, (5, 5), activation='relu',padding='same')(x)
# x = MaxPooling2D(pool_size=(2, 2),padding='same')(x)
x = BatchNormalization()(x)
x = Dropout(0.2)(x)
# x = Conv2D(64, (5, 5), activation='relu',padding='same')(x)
# x = MaxPooling2D(pool_size=(2, 2),padding='same')(x)
# x = BatchNormalization()(x)
# x = Dropout(0.2)(x)
# x = Conv2D(64, (5, 5), activation='relu',padding='same')(x)
# x = MaxPooling2D(pool_size=(2, 2),padding='same')(x)
# x = BatchNormalization()(x)
# x = Dropout(0.2)(x)
x = Flatten()(x)
x = Dense(512, activation='relu')(x)
# x = Dropout(0.5)(x)
x = Dense(64, activation='relu')(x)
# x = Dropout(0.2)(x)
output = Dense(15, activation='softmax',name='densenet_')(x)
# multi output
# output = Dense(10,activation = 'softmax', name='root')(x)
# model
model = Model(input,output)
# optimizer = Adam(lr=0.001, beta_1=0.9, beta_2=0.999, epsilon=0.1, decay=0.0)
optimizer = Adam(lr=0.001)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])
model.summary()
return model
In [27]:
# augumenting the data and then fitting the model- (2 hours training time)
model = build_densenet()
annealer = ReduceLROnPlateau(monitor='val_accuracy', factor=0.5, patience=5, verbose=1, min_lr=1e-3)
checkpoint = ModelCheckpoint('densenet121_model.h5', verbose=1, save_best_only=True)
# Generates batches of image data with data augmentation
datagen = ImageDataGenerator(rotation_range=270, # Degree range for random rotations
width_shift_range=0.2, # Range for random horizontal shifts
height_shift_range=0.2, # Range for random vertical shifts
zoom_range=0.2, # Range for random zoom
horizontal_flip=True, # Randomly flip inputs horizontally
vertical_flip=True) # Randomly flip inputs vertically
datagen.fit(X_train)
Model: "model_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_5 (InputLayer) [(None, 64, 64, 3)] 0
conv2d_1 (Conv2D) (None, 64, 64, 3) 84
densenet121 (Functional) (None, None, None, 1024) 7037504
global_average_pooling2d_1 (None, 1024) 0
(GlobalAveragePooling2D)
batch_normalization_1 (Batc (None, 1024) 4096
hNormalization)
dropout_1 (Dropout) (None, 1024) 0
flatten_1 (Flatten) (None, 1024) 0
dense_2 (Dense) (None, 512) 524800
dense_3 (Dense) (None, 64) 32832
densenet_ (Dense) (None, 15) 975
=================================================================
Total params: 7,600,291
Trainable params: 7,514,595
Non-trainable params: 85,696
_________________________________________________________________
In [28]:
from tensorflow.keras.utils import plot_model
from IPython.display import Image
plot_model(model, to_file='convnet.png', show_shapes=True,show_layer_names=True)
Image(filename='convnet.png')
Out[28]:
In [29]:
# Fits the model on batches with real-time data augmentation
hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
steps_per_epoch=X_train.shape[0] // BATCH_SIZE,
epochs=EPOCHS,
verbose=2,
callbacks=[annealer, checkpoint],
# callbacks=[checkpoint],
validation_data=(X_val, Y_val))
<ipython-input-29-209873a90747>:2: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
Epoch 1/50 Epoch 1: val_loss improved from inf to 7.23979, saving model to densenet121_model.h5 256/256 - 60s - loss: 1.5114 - accuracy: 0.4753 - val_loss: 7.2398 - val_accuracy: 0.2629 - lr: 0.0010 - 60s/epoch - 236ms/step Epoch 2/50 Epoch 2: val_loss improved from 7.23979 to 1.45199, saving model to densenet121_model.h5 256/256 - 33s - loss: 1.0729 - accuracy: 0.5897 - val_loss: 1.4520 - val_accuracy: 0.5306 - lr: 0.0010 - 33s/epoch - 130ms/step Epoch 3/50 Epoch 3: val_loss improved from 1.45199 to 1.39823, saving model to densenet121_model.h5 256/256 - 31s - loss: 0.9395 - accuracy: 0.6236 - val_loss: 1.3982 - val_accuracy: 0.5167 - lr: 0.0010 - 31s/epoch - 121ms/step Epoch 4/50 Epoch 4: val_loss improved from 1.39823 to 1.34293, saving model to densenet121_model.h5 256/256 - 31s - loss: 0.8826 - accuracy: 0.6361 - val_loss: 1.3429 - val_accuracy: 0.5668 - lr: 0.0010 - 31s/epoch - 122ms/step Epoch 5/50 Epoch 5: val_loss improved from 1.34293 to 1.20492, saving model to densenet121_model.h5 256/256 - 32s - loss: 0.8407 - accuracy: 0.6523 - val_loss: 1.2049 - val_accuracy: 0.5607 - lr: 0.0010 - 32s/epoch - 123ms/step Epoch 6/50 Epoch 6: val_loss improved from 1.20492 to 1.10137, saving model to densenet121_model.h5 256/256 - 31s - loss: 0.7942 - accuracy: 0.6634 - val_loss: 1.1014 - val_accuracy: 0.6192 - lr: 0.0010 - 31s/epoch - 123ms/step Epoch 7/50 Epoch 7: val_loss did not improve from 1.10137 256/256 - 30s - loss: 0.7863 - accuracy: 0.6647 - val_loss: 2.2285 - val_accuracy: 0.4279 - lr: 0.0010 - 30s/epoch - 117ms/step Epoch 8/50 Epoch 8: val_loss improved from 1.10137 to 0.86563, saving model to densenet121_model.h5 256/256 - 32s - loss: 0.7742 - accuracy: 0.6666 - val_loss: 0.8656 - val_accuracy: 0.6641 - lr: 0.0010 - 32s/epoch - 124ms/step Epoch 9/50 Epoch 9: val_loss did not improve from 0.86563 256/256 - 30s - loss: 0.7371 - accuracy: 0.6803 - val_loss: 1.6193 - val_accuracy: 0.5101 - lr: 0.0010 - 30s/epoch - 119ms/step Epoch 10/50 Epoch 10: val_loss did not improve from 0.86563 256/256 - 31s - loss: 0.7241 - accuracy: 0.6822 - val_loss: 1.2234 - val_accuracy: 0.5716 - lr: 0.0010 - 31s/epoch - 119ms/step Epoch 11/50 Epoch 11: val_loss did not improve from 0.86563 256/256 - 30s - loss: 0.7106 - accuracy: 0.6879 - val_loss: 2.0945 - val_accuracy: 0.4125 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 12/50 Epoch 12: val_loss did not improve from 0.86563 256/256 - 30s - loss: 0.7505 - accuracy: 0.6851 - val_loss: 1.7846 - val_accuracy: 0.5006 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 13/50 Epoch 13: val_loss improved from 0.86563 to 0.79207, saving model to densenet121_model.h5 256/256 - 31s - loss: 0.7447 - accuracy: 0.6804 - val_loss: 0.7921 - val_accuracy: 0.6790 - lr: 0.0010 - 31s/epoch - 122ms/step Epoch 14/50 Epoch 14: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6929 - accuracy: 0.6930 - val_loss: 1.8504 - val_accuracy: 0.5065 - lr: 0.0010 - 30s/epoch - 117ms/step Epoch 15/50 Epoch 15: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6861 - accuracy: 0.6936 - val_loss: 1.4967 - val_accuracy: 0.5524 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 16/50 Epoch 16: val_loss did not improve from 0.79207 256/256 - 32s - loss: 0.6717 - accuracy: 0.6968 - val_loss: 1.2646 - val_accuracy: 0.5953 - lr: 0.0010 - 32s/epoch - 123ms/step Epoch 17/50 Epoch 17: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6697 - accuracy: 0.7002 - val_loss: 1.2967 - val_accuracy: 0.5909 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 18/50 Epoch 18: val_loss did not improve from 0.79207 256/256 - 31s - loss: 0.6756 - accuracy: 0.6966 - val_loss: 1.6776 - val_accuracy: 0.5111 - lr: 0.0010 - 31s/epoch - 119ms/step Epoch 19/50 Epoch 19: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6689 - accuracy: 0.6997 - val_loss: 1.2531 - val_accuracy: 0.5804 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 20/50 Epoch 20: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6691 - accuracy: 0.7004 - val_loss: 2.7586 - val_accuracy: 0.3905 - lr: 0.0010 - 30s/epoch - 119ms/step Epoch 21/50 Epoch 21: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6627 - accuracy: 0.7008 - val_loss: 2.2598 - val_accuracy: 0.4930 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 22/50 Epoch 22: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6515 - accuracy: 0.7028 - val_loss: 1.8406 - val_accuracy: 0.4625 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 23/50 Epoch 23: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6607 - accuracy: 0.7025 - val_loss: 1.0584 - val_accuracy: 0.6268 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 24/50 Epoch 24: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6515 - accuracy: 0.7039 - val_loss: 1.7965 - val_accuracy: 0.5311 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 25/50 Epoch 25: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6684 - accuracy: 0.7023 - val_loss: 1.5500 - val_accuracy: 0.5636 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 26/50 Epoch 26: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6359 - accuracy: 0.7068 - val_loss: 1.9515 - val_accuracy: 0.4913 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 27/50 Epoch 27: val_loss did not improve from 0.79207 256/256 - 32s - loss: 0.6354 - accuracy: 0.7088 - val_loss: 2.0585 - val_accuracy: 0.4950 - lr: 0.0010 - 32s/epoch - 123ms/step Epoch 28/50 Epoch 28: val_loss did not improve from 0.79207 256/256 - 29s - loss: 0.6518 - accuracy: 0.7059 - val_loss: 1.5647 - val_accuracy: 0.5294 - lr: 0.0010 - 29s/epoch - 115ms/step Epoch 29/50 Epoch 29: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6363 - accuracy: 0.7091 - val_loss: 2.2821 - val_accuracy: 0.4484 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 30/50 Epoch 30: val_loss did not improve from 0.79207 256/256 - 29s - loss: 0.6361 - accuracy: 0.7071 - val_loss: 1.4290 - val_accuracy: 0.5851 - lr: 0.0010 - 29s/epoch - 115ms/step Epoch 31/50 Epoch 31: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6249 - accuracy: 0.7125 - val_loss: 1.3051 - val_accuracy: 0.5875 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 32/50 Epoch 32: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6347 - accuracy: 0.7088 - val_loss: 1.3275 - val_accuracy: 0.6051 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 33/50 Epoch 33: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6250 - accuracy: 0.7136 - val_loss: 1.0209 - val_accuracy: 0.6341 - lr: 0.0010 - 30s/epoch - 115ms/step Epoch 34/50 Epoch 34: val_loss did not improve from 0.79207 256/256 - 31s - loss: 0.6290 - accuracy: 0.7091 - val_loss: 2.1433 - val_accuracy: 0.4894 - lr: 0.0010 - 31s/epoch - 120ms/step Epoch 35/50 Epoch 35: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6251 - accuracy: 0.7120 - val_loss: 4.6045 - val_accuracy: 0.2414 - lr: 0.0010 - 30s/epoch - 117ms/step Epoch 36/50 Epoch 36: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6251 - accuracy: 0.7107 - val_loss: 2.3413 - val_accuracy: 0.4581 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 37/50 Epoch 37: val_loss did not improve from 0.79207 256/256 - 31s - loss: 0.6279 - accuracy: 0.7133 - val_loss: 1.0065 - val_accuracy: 0.6405 - lr: 0.0010 - 31s/epoch - 120ms/step Epoch 38/50 Epoch 38: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6191 - accuracy: 0.7118 - val_loss: 4.2473 - val_accuracy: 0.2875 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 39/50 Epoch 39: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6137 - accuracy: 0.7146 - val_loss: 2.1798 - val_accuracy: 0.5138 - lr: 0.0010 - 30s/epoch - 116ms/step Epoch 40/50 Epoch 40: val_loss did not improve from 0.79207 256/256 - 29s - loss: 0.6165 - accuracy: 0.7151 - val_loss: 0.8650 - val_accuracy: 0.6554 - lr: 0.0010 - 29s/epoch - 115ms/step Epoch 41/50 Epoch 41: val_loss did not improve from 0.79207 256/256 - 31s - loss: 0.6154 - accuracy: 0.7147 - val_loss: 1.8741 - val_accuracy: 0.5074 - lr: 0.0010 - 31s/epoch - 120ms/step Epoch 42/50 Epoch 42: val_loss did not improve from 0.79207 256/256 - 31s - loss: 0.6117 - accuracy: 0.7142 - val_loss: 1.3650 - val_accuracy: 0.5497 - lr: 0.0010 - 31s/epoch - 120ms/step Epoch 43/50 Epoch 43: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6288 - accuracy: 0.7110 - val_loss: 1.8880 - val_accuracy: 0.5240 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 44/50 Epoch 44: val_loss did not improve from 0.79207 256/256 - 32s - loss: 0.6118 - accuracy: 0.7155 - val_loss: 0.8852 - val_accuracy: 0.6561 - lr: 0.0010 - 32s/epoch - 124ms/step Epoch 45/50 Epoch 45: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6089 - accuracy: 0.7155 - val_loss: 1.1916 - val_accuracy: 0.6102 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 46/50 Epoch 46: val_loss did not improve from 0.79207 256/256 - 29s - loss: 0.6084 - accuracy: 0.7162 - val_loss: 1.0792 - val_accuracy: 0.6317 - lr: 0.0010 - 29s/epoch - 115ms/step Epoch 47/50 Epoch 47: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6155 - accuracy: 0.7142 - val_loss: 0.8421 - val_accuracy: 0.6690 - lr: 0.0010 - 30s/epoch - 118ms/step Epoch 48/50 Epoch 48: val_loss did not improve from 0.79207 256/256 - 30s - loss: 0.6032 - accuracy: 0.7182 - val_loss: 1.4733 - val_accuracy: 0.5804 - lr: 0.0010 - 30s/epoch - 117ms/step Epoch 49/50 Epoch 49: val_loss did not improve from 0.79207 256/256 - 29s - loss: 0.5974 - accuracy: 0.7201 - val_loss: 1.3808 - val_accuracy: 0.5821 - lr: 0.0010 - 29s/epoch - 114ms/step Epoch 50/50 Epoch 50: val_loss did not improve from 0.79207 256/256 - 29s - loss: 0.6022 - accuracy: 0.7159 - val_loss: 2.4535 - val_accuracy: 0.4738 - lr: 0.0010 - 29s/epoch - 114ms/step
In [30]:
# computing the final loss and accuracy
#model = load_model('../output/kaggle/working/model.h5')
final_loss, final_accuracy = model.evaluate(X_val, Y_val)
print('Final Loss: {}, Final Accuracy: {}'.format(final_loss, final_accuracy))
129/129 [==============================] - 2s 18ms/step - loss: 2.4535 - accuracy: 0.4738 Final Loss: 2.4535298347473145, Final Accuracy: 0.47376129031181335
In [31]:
#Findong and plotting the confusion matrix
Y_pred = model.predict(X_val)
Y_pred = np.argmax(Y_pred, axis=1)
Y_true = np.argmax(Y_val, axis=1)
cm = confusion_matrix(Y_true, Y_pred)
plt.figure(figsize=(12, 12))
ax = sns.heatmap(cm, cmap=plt.cm.Greens, annot=True, square=True, xticklabels=plant_train_type, yticklabels=plant_train_type)
ax.set_ylabel('Actual', fontsize=40)
ax.set_xlabel('Predicted', fontsize=40)
129/129 [==============================] - 4s 16ms/step
Out[31]:
Text(0.5, 144.41374999999996, 'Predicted')
In [32]:
from sklearn.metrics import classification_report
print(classification_report(Y_true, Y_pred, target_names=plant_train_type))
precision recall f1-score support
Pepper__bell___Bacterial_spot 0.43 0.97 0.59 195
Pepper__bell___healthy 0.48 0.78 0.59 290
Potato___Early_blight 0.67 0.01 0.02 194
Potato___Late_blight 0.08 0.03 0.04 215
Potato___healthy 0.00 0.00 0.00 25
Tomato_Bacterial_spot 0.74 0.98 0.84 407
Tomato_Early_blight 0.32 0.18 0.23 189
Tomato_Late_blight 0.40 0.43 0.41 364
Tomato_Leaf_Mold 0.09 0.02 0.04 181
Tomato_Septoria_leaf_spot 0.80 0.78 0.79 356
Tomato_Spider_mites_Two_spotted_spider_mite 0.57 0.18 0.28 347
Tomato__Target_Spot 0.26 0.90 0.40 294
Tomato__Tomato_YellowLeaf__Curl_Virus 0.86 0.40 0.55 678
Tomato__Tomato_mosaic_virus 0.00 0.00 0.00 68
Tomato_healthy 0.23 0.16 0.19 294
accuracy 0.47 4097
macro avg 0.39 0.39 0.33 4097
weighted avg 0.51 0.47 0.43 4097
/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) /usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) /usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
In [ ]:
# plotting accuracy and loss curves
plt.plot(hist.history['accuracy'])
plt.plot(hist.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# loss plot
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
In [ ]:
# making prediction from an image
from skimage import io
from tensorflow.keras.utils import load_img, img_to_array
# from keras.utils import image
img = load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(64, 64))
show_img=load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(200, 200))
x = img_to_array(img)
x = np.expand_dims(x, axis = 0)
x /= 255
custom = model.predict(x)
print(custom[0])
plt.imshow(show_img)
plt.show()
a=custom[0]
ind=np.argmax(a)
print('Prediction:',plant_train_type[ind])
1/1 [==============================] - 1s 753ms/step [0.04811577 0.07546408 0.00639643 0.0049398 0.0318134 0.02421796 0.05553897 0.74494606 0.00704137 0.00152615]
Prediction: Tomato Septoria leaf spot
Model 2 - ResNet50¶
In [ ]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
import cv2
import os
from tqdm import tqdm
from sklearn.metrics import confusion_matrix
from sklearn.model_selection import train_test_split
from keras.utils.np_utils import to_categorical
from sklearn.metrics import confusion_matrix
from sklearn.model_selection import train_test_split
from keras.utils.np_utils import to_categorical
from keras.models import Model,Sequential,load_model
from tensorflow.keras.models import Sequential,Model
from tensorflow.keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D
from tensorflow.keras import Input
from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization, AveragePooling2D, GlobalAveragePooling2D, MaxPooling2D
# from keras.models import Model,Sequential, Input, load_model
# from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization, AveragePooling2D, GlobalAveragePooling2D
from tensorflow.keras.optimizers import Adam
from keras.preprocessing.image import ImageDataGenerator
from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau
from tensorflow.keras.applications.resnet50 import ResNet50
from tensorflow.keras.preprocessing import image
from tensorflow.keras.applications.resnet50 import preprocess_input, decode_predictions
In [ ]:
EPOCHS = 200
SIZE=64
N_ch=3
In [ ]:
def build_resnet50():
resnet50 = ResNet50(weights='imagenet', include_top=False)
input = Input(shape=(SIZE, SIZE, N_ch))
x = Conv2D(3, (3, 3), padding='same')(input)
x = resnet50(x)
# x = GlobalAveragePooling2D()(x)
# # x= Flatten()(x)
# # x = GlobalAveragePooling2D()(x)
# # x = MaxPooling2D()(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
# # x = Dense(2048, activation='relu')(x)
# x = Dense(1024, activation='relu')(x)
# # x = MaxPooling2D()(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
# x = Dense(256, activation='relu')(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
x = GlobalAveragePooling2D()(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
# x = Dense(512, activation='Leakyrelu')(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
x = Dense(256, activation='LeakyReLU')(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
# multi output
output = Dense(15,activation = 'softmax', name='root')(x)
# model
model = Model(input,output)
# optimizer = Adam(lr=0.001, beta_1=0.9, beta_2=0.999, epsilon=0.1, decay=0.0)
optimizer = Adam(lr=0.0001)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])
model.summary()
return model
In [ ]:
model = build_resnet50()
annealer = ReduceLROnPlateau(monitor='val_accuracy', factor=0.70, patience=5, verbose=1, min_lr=1e-4)
checkpoint = ModelCheckpoint('model.h5', verbose=1, save_best_only=True)
# Generates batches of image data with data augmentation
datagen = ImageDataGenerator(rotation_range=360,# Degree range for random rotations
# width_shift_range=0.2, # Range for random horizontal shifts
# height_shift_range=0.2, # Range for random vertical shifts
# zoom_range=0.2, # Range for random zoom
horizontal_flip=True, # Randomly flip inputs horizontally
vertical_flip=True) # Randomly flip inputs vertically
datagen.fit(X_train)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5
94765736/94765736 [==============================] - 1s 0us/step
Model: "model_2"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_6 (InputLayer) [(None, 64, 64, 3)] 0
conv2d_2 (Conv2D) (None, 64, 64, 3) 84
resnet50 (Functional) (None, None, None, 2048) 23587712
global_average_pooling2d_2 (None, 2048) 0
(GlobalAveragePooling2D)
batch_normalization_2 (Batc (None, 2048) 8192
hNormalization)
dropout_2 (Dropout) (None, 2048) 0
dense_4 (Dense) (None, 256) 524544
batch_normalization_3 (Batc (None, 256) 1024
hNormalization)
dropout_3 (Dropout) (None, 256) 0
root (Dense) (None, 15) 3855
=================================================================
Total params: 24,125,411
Trainable params: 24,067,683
Non-trainable params: 57,728
_________________________________________________________________
/usr/local/lib/python3.8/dist-packages/keras/optimizers/optimizer_v2/adam.py:110: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead. super(Adam, self).__init__(name, **kwargs)
In [ ]:
from tensorflow.keras.utils import plot_model
from IPython.display import Image
plot_model(model, to_file='convnet.png', show_shapes=True,show_layer_names=True)
Image(filename='convnet.png')
Out[ ]:
In [ ]:
# Fits the model on batches with real-time data augmentation
hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
steps_per_epoch=X_train.shape[0] // BATCH_SIZE,
epochs=EPOCHS,
verbose=1,
callbacks=[annealer, checkpoint],
# callbacks=[checkpoint],
validation_data=(X_val, Y_val))
<ipython-input-66-4f8dc69b4799>:2: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
Epoch 1/200 256/256 [==============================] - ETA: 0s - loss: 2.4900 - accuracy: 0.3154 Epoch 1: val_loss improved from inf to 85.66944, saving model to model.h5 256/256 [==============================] - 41s 123ms/step - loss: 2.4900 - accuracy: 0.3154 - val_loss: 85.6694 - val_accuracy: 0.0993 - lr: 1.0000e-04 Epoch 2/200 256/256 [==============================] - ETA: 0s - loss: 1.5121 - accuracy: 0.4994 Epoch 2: val_loss improved from 85.66944 to 35.06851, saving model to model.h5 256/256 [==============================] - 32s 126ms/step - loss: 1.5121 - accuracy: 0.4994 - val_loss: 35.0685 - val_accuracy: 0.0476 - lr: 1.0000e-04 Epoch 3/200 256/256 [==============================] - ETA: 0s - loss: 1.2340 - accuracy: 0.5574 Epoch 3: val_loss improved from 35.06851 to 8.89499, saving model to model.h5 256/256 [==============================] - 31s 119ms/step - loss: 1.2340 - accuracy: 0.5574 - val_loss: 8.8950 - val_accuracy: 0.0525 - lr: 1.0000e-04 Epoch 4/200 256/256 [==============================] - ETA: 0s - loss: 1.0904 - accuracy: 0.5910 Epoch 4: val_loss improved from 8.89499 to 2.63386, saving model to model.h5 256/256 [==============================] - 30s 117ms/step - loss: 1.0904 - accuracy: 0.5910 - val_loss: 2.6339 - val_accuracy: 0.3154 - lr: 1.0000e-04 Epoch 5/200 256/256 [==============================] - ETA: 0s - loss: 1.0073 - accuracy: 0.6074 Epoch 5: val_loss improved from 2.63386 to 1.35957, saving model to model.h5 256/256 [==============================] - 30s 117ms/step - loss: 1.0073 - accuracy: 0.6074 - val_loss: 1.3596 - val_accuracy: 0.5455 - lr: 1.0000e-04 Epoch 6/200 256/256 [==============================] - ETA: 0s - loss: 0.9397 - accuracy: 0.6277 Epoch 6: val_loss improved from 1.35957 to 0.89715, saving model to model.h5 256/256 [==============================] - 30s 116ms/step - loss: 0.9397 - accuracy: 0.6277 - val_loss: 0.8972 - val_accuracy: 0.6534 - lr: 1.0000e-04 Epoch 7/200 256/256 [==============================] - ETA: 0s - loss: 0.8955 - accuracy: 0.6380 Epoch 7: val_loss did not improve from 0.89715 256/256 [==============================] - 28s 108ms/step - loss: 0.8955 - accuracy: 0.6380 - val_loss: 1.0482 - val_accuracy: 0.5965 - lr: 1.0000e-04 Epoch 8/200 256/256 [==============================] - ETA: 0s - loss: 0.8570 - accuracy: 0.6406 Epoch 8: val_loss did not improve from 0.89715 256/256 [==============================] - 28s 108ms/step - loss: 0.8570 - accuracy: 0.6406 - val_loss: 0.9225 - val_accuracy: 0.6454 - lr: 1.0000e-04 Epoch 9/200 256/256 [==============================] - ETA: 0s - loss: 0.8538 - accuracy: 0.6458 Epoch 9: val_loss improved from 0.89715 to 0.85818, saving model to model.h5 256/256 [==============================] - 29s 113ms/step - loss: 0.8538 - accuracy: 0.6458 - val_loss: 0.8582 - val_accuracy: 0.6554 - lr: 1.0000e-04 Epoch 10/200 256/256 [==============================] - ETA: 0s - loss: 0.8123 - accuracy: 0.6537 Epoch 10: val_loss did not improve from 0.85818 256/256 [==============================] - 28s 107ms/step - loss: 0.8123 - accuracy: 0.6537 - val_loss: 0.8925 - val_accuracy: 0.6510 - lr: 1.0000e-04 Epoch 11/200 256/256 [==============================] - ETA: 0s - loss: 0.7847 - accuracy: 0.6618 Epoch 11: val_loss improved from 0.85818 to 0.78963, saving model to model.h5 256/256 [==============================] - 32s 127ms/step - loss: 0.7847 - accuracy: 0.6618 - val_loss: 0.7896 - val_accuracy: 0.6815 - lr: 1.0000e-04 Epoch 12/200 256/256 [==============================] - ETA: 0s - loss: 0.7654 - accuracy: 0.6659 Epoch 12: val_loss did not improve from 0.78963 256/256 [==============================] - 30s 116ms/step - loss: 0.7654 - accuracy: 0.6659 - val_loss: 0.8927 - val_accuracy: 0.6571 - lr: 1.0000e-04 Epoch 13/200 256/256 [==============================] - ETA: 0s - loss: 0.7524 - accuracy: 0.6681 Epoch 13: val_loss did not improve from 0.78963 256/256 [==============================] - 29s 113ms/step - loss: 0.7524 - accuracy: 0.6681 - val_loss: 0.8894 - val_accuracy: 0.6524 - lr: 1.0000e-04 Epoch 14/200 256/256 [==============================] - ETA: 0s - loss: 0.7360 - accuracy: 0.6789 Epoch 14: val_loss improved from 0.78963 to 0.76237, saving model to model.h5 256/256 [==============================] - 30s 117ms/step - loss: 0.7360 - accuracy: 0.6789 - val_loss: 0.7624 - val_accuracy: 0.6881 - lr: 1.0000e-04 Epoch 15/200 256/256 [==============================] - ETA: 0s - loss: 0.7328 - accuracy: 0.6791 Epoch 15: val_loss did not improve from 0.76237 256/256 [==============================] - 29s 114ms/step - loss: 0.7328 - accuracy: 0.6791 - val_loss: 0.7746 - val_accuracy: 0.6839 - lr: 1.0000e-04 Epoch 16/200 256/256 [==============================] - ETA: 0s - loss: 0.7150 - accuracy: 0.6781 Epoch 16: val_loss did not improve from 0.76237 256/256 [==============================] - 31s 120ms/step - loss: 0.7150 - accuracy: 0.6781 - val_loss: 0.7980 - val_accuracy: 0.6781 - lr: 1.0000e-04 Epoch 17/200 256/256 [==============================] - ETA: 0s - loss: 0.7170 - accuracy: 0.6787 Epoch 17: val_loss did not improve from 0.76237 256/256 [==============================] - 28s 111ms/step - loss: 0.7170 - accuracy: 0.6787 - val_loss: 0.8252 - val_accuracy: 0.6803 - lr: 1.0000e-04 Epoch 18/200 256/256 [==============================] - ETA: 0s - loss: 0.7185 - accuracy: 0.6810 Epoch 18: val_loss did not improve from 0.76237 256/256 [==============================] - 29s 111ms/step - loss: 0.7185 - accuracy: 0.6810 - val_loss: 0.8585 - val_accuracy: 0.6685 - lr: 1.0000e-04 Epoch 19/200 256/256 [==============================] - ETA: 0s - loss: 0.7101 - accuracy: 0.6800 Epoch 19: val_loss did not improve from 0.76237 256/256 [==============================] - 29s 111ms/step - loss: 0.7101 - accuracy: 0.6800 - val_loss: 0.7934 - val_accuracy: 0.6717 - lr: 1.0000e-04 Epoch 20/200 256/256 [==============================] - ETA: 0s - loss: 0.6945 - accuracy: 0.6860 Epoch 20: val_loss did not improve from 0.76237 256/256 [==============================] - 29s 111ms/step - loss: 0.6945 - accuracy: 0.6860 - val_loss: 0.7716 - val_accuracy: 0.6876 - lr: 1.0000e-04 Epoch 21/200 256/256 [==============================] - ETA: 0s - loss: 0.6846 - accuracy: 0.6919 Epoch 21: val_loss did not improve from 0.76237 256/256 [==============================] - 29s 114ms/step - loss: 0.6846 - accuracy: 0.6919 - val_loss: 0.8937 - val_accuracy: 0.6468 - lr: 1.0000e-04 Epoch 22/200 256/256 [==============================] - ETA: 0s - loss: 0.6814 - accuracy: 0.6893 Epoch 22: val_loss did not improve from 0.76237 256/256 [==============================] - 33s 127ms/step - loss: 0.6814 - accuracy: 0.6893 - val_loss: 0.8328 - val_accuracy: 0.6646 - lr: 1.0000e-04 Epoch 23/200 256/256 [==============================] - ETA: 0s - loss: 0.6690 - accuracy: 0.6903 Epoch 23: val_loss did not improve from 0.76237 256/256 [==============================] - 30s 117ms/step - loss: 0.6690 - accuracy: 0.6903 - val_loss: 0.7816 - val_accuracy: 0.6871 - lr: 1.0000e-04 Epoch 24/200 256/256 [==============================] - ETA: 0s - loss: 0.6637 - accuracy: 0.6943 Epoch 24: val_loss did not improve from 0.76237 256/256 [==============================] - 28s 110ms/step - loss: 0.6637 - accuracy: 0.6943 - val_loss: 0.8564 - val_accuracy: 0.6610 - lr: 1.0000e-04 Epoch 25/200 256/256 [==============================] - ETA: 0s - loss: 0.6628 - accuracy: 0.6927 Epoch 25: val_loss improved from 0.76237 to 0.75373, saving model to model.h5 256/256 [==============================] - 29s 114ms/step - loss: 0.6628 - accuracy: 0.6927 - val_loss: 0.7537 - val_accuracy: 0.6756 - lr: 1.0000e-04 Epoch 26/200 256/256 [==============================] - ETA: 0s - loss: 0.6803 - accuracy: 0.6892 Epoch 26: val_loss did not improve from 0.75373 256/256 [==============================] - 28s 110ms/step - loss: 0.6803 - accuracy: 0.6892 - val_loss: 1.2694 - val_accuracy: 0.6146 - lr: 1.0000e-04 Epoch 27/200 256/256 [==============================] - ETA: 0s - loss: 0.7065 - accuracy: 0.6845 Epoch 27: val_loss improved from 0.75373 to 0.74646, saving model to model.h5 256/256 [==============================] - 29s 113ms/step - loss: 0.7065 - accuracy: 0.6845 - val_loss: 0.7465 - val_accuracy: 0.6803 - lr: 1.0000e-04 Epoch 28/200 256/256 [==============================] - ETA: 0s - loss: 0.6723 - accuracy: 0.6936 Epoch 28: val_loss did not improve from 0.74646 256/256 [==============================] - 30s 115ms/step - loss: 0.6723 - accuracy: 0.6936 - val_loss: 0.9470 - val_accuracy: 0.6588 - lr: 1.0000e-04 Epoch 29/200 256/256 [==============================] - ETA: 0s - loss: 0.6538 - accuracy: 0.6989 Epoch 29: val_loss improved from 0.74646 to 0.68432, saving model to model.h5 256/256 [==============================] - 29s 113ms/step - loss: 0.6538 - accuracy: 0.6989 - val_loss: 0.6843 - val_accuracy: 0.7064 - lr: 1.0000e-04 Epoch 30/200 256/256 [==============================] - ETA: 0s - loss: 0.6394 - accuracy: 0.7038 Epoch 30: val_loss did not improve from 0.68432 256/256 [==============================] - 28s 109ms/step - loss: 0.6394 - accuracy: 0.7038 - val_loss: 0.6943 - val_accuracy: 0.7030 - lr: 1.0000e-04 Epoch 31/200 256/256 [==============================] - ETA: 0s - loss: 0.6326 - accuracy: 0.7058 Epoch 31: val_loss improved from 0.68432 to 0.64491, saving model to model.h5 256/256 [==============================] - 29s 112ms/step - loss: 0.6326 - accuracy: 0.7058 - val_loss: 0.6449 - val_accuracy: 0.7103 - lr: 1.0000e-04 Epoch 32/200 256/256 [==============================] - ETA: 0s - loss: 0.6444 - accuracy: 0.7029 Epoch 32: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.6444 - accuracy: 0.7029 - val_loss: 0.7897 - val_accuracy: 0.6727 - lr: 1.0000e-04 Epoch 33/200 256/256 [==============================] - ETA: 0s - loss: 0.6266 - accuracy: 0.7061 Epoch 33: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.6266 - accuracy: 0.7061 - val_loss: 0.6934 - val_accuracy: 0.7030 - lr: 1.0000e-04 Epoch 34/200 256/256 [==============================] - ETA: 0s - loss: 0.6234 - accuracy: 0.7078 Epoch 34: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.6234 - accuracy: 0.7078 - val_loss: 0.7711 - val_accuracy: 0.6817 - lr: 1.0000e-04 Epoch 35/200 256/256 [==============================] - ETA: 0s - loss: 0.6222 - accuracy: 0.7111 Epoch 35: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.6222 - accuracy: 0.7111 - val_loss: 0.6633 - val_accuracy: 0.7073 - lr: 1.0000e-04 Epoch 36/200 256/256 [==============================] - ETA: 0s - loss: 0.6196 - accuracy: 0.7139 Epoch 36: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.6196 - accuracy: 0.7139 - val_loss: 0.7504 - val_accuracy: 0.6854 - lr: 1.0000e-04 Epoch 37/200 256/256 [==============================] - ETA: 0s - loss: 0.6144 - accuracy: 0.7140 Epoch 37: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.6144 - accuracy: 0.7140 - val_loss: 0.6992 - val_accuracy: 0.6820 - lr: 1.0000e-04 Epoch 38/200 256/256 [==============================] - ETA: 0s - loss: 0.6126 - accuracy: 0.7167 Epoch 38: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.6126 - accuracy: 0.7167 - val_loss: 0.6850 - val_accuracy: 0.7042 - lr: 1.0000e-04 Epoch 39/200 256/256 [==============================] - ETA: 0s - loss: 0.5963 - accuracy: 0.7170 Epoch 39: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.5963 - accuracy: 0.7170 - val_loss: 0.7569 - val_accuracy: 0.6690 - lr: 1.0000e-04 Epoch 40/200 256/256 [==============================] - ETA: 0s - loss: 0.6031 - accuracy: 0.7191 Epoch 40: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.6031 - accuracy: 0.7191 - val_loss: 0.7722 - val_accuracy: 0.6707 - lr: 1.0000e-04 Epoch 41/200 256/256 [==============================] - ETA: 0s - loss: 0.5912 - accuracy: 0.7239 Epoch 41: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 117ms/step - loss: 0.5912 - accuracy: 0.7239 - val_loss: 0.8462 - val_accuracy: 0.6346 - lr: 1.0000e-04 Epoch 42/200 256/256 [==============================] - ETA: 0s - loss: 0.5945 - accuracy: 0.7209 Epoch 42: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.5945 - accuracy: 0.7209 - val_loss: 0.6594 - val_accuracy: 0.6934 - lr: 1.0000e-04 Epoch 43/200 256/256 [==============================] - ETA: 0s - loss: 0.5928 - accuracy: 0.7237 Epoch 43: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.5928 - accuracy: 0.7237 - val_loss: 0.6749 - val_accuracy: 0.6969 - lr: 1.0000e-04 Epoch 44/200 256/256 [==============================] - ETA: 0s - loss: 0.5741 - accuracy: 0.7315 Epoch 44: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.5741 - accuracy: 0.7315 - val_loss: 0.8596 - val_accuracy: 0.6605 - lr: 1.0000e-04 Epoch 45/200 256/256 [==============================] - ETA: 0s - loss: 0.5764 - accuracy: 0.7320 Epoch 45: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.5764 - accuracy: 0.7320 - val_loss: 0.6609 - val_accuracy: 0.6944 - lr: 1.0000e-04 Epoch 46/200 256/256 [==============================] - ETA: 0s - loss: 0.5727 - accuracy: 0.7324 Epoch 46: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.5727 - accuracy: 0.7324 - val_loss: 0.7912 - val_accuracy: 0.6771 - lr: 1.0000e-04 Epoch 47/200 256/256 [==============================] - ETA: 0s - loss: 0.5787 - accuracy: 0.7361 Epoch 47: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 116ms/step - loss: 0.5787 - accuracy: 0.7361 - val_loss: 0.7340 - val_accuracy: 0.6883 - lr: 1.0000e-04 Epoch 48/200 256/256 [==============================] - ETA: 0s - loss: 0.5706 - accuracy: 0.7352 Epoch 48: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.5706 - accuracy: 0.7352 - val_loss: 0.8086 - val_accuracy: 0.6624 - lr: 1.0000e-04 Epoch 49/200 256/256 [==============================] - ETA: 0s - loss: 0.5634 - accuracy: 0.7380 Epoch 49: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.5634 - accuracy: 0.7380 - val_loss: 0.7582 - val_accuracy: 0.6634 - lr: 1.0000e-04 Epoch 50/200 256/256 [==============================] - ETA: 0s - loss: 0.5587 - accuracy: 0.7420 Epoch 50: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.5587 - accuracy: 0.7420 - val_loss: 0.7775 - val_accuracy: 0.6602 - lr: 1.0000e-04 Epoch 51/200 256/256 [==============================] - ETA: 0s - loss: 0.5472 - accuracy: 0.7434 Epoch 51: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.5472 - accuracy: 0.7434 - val_loss: 0.7378 - val_accuracy: 0.6832 - lr: 1.0000e-04 Epoch 52/200 256/256 [==============================] - ETA: 0s - loss: 0.5491 - accuracy: 0.7463 Epoch 52: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.5491 - accuracy: 0.7463 - val_loss: 0.7351 - val_accuracy: 0.6637 - lr: 1.0000e-04 Epoch 53/200 256/256 [==============================] - ETA: 0s - loss: 0.5431 - accuracy: 0.7506 Epoch 53: val_loss did not improve from 0.64491 256/256 [==============================] - 31s 122ms/step - loss: 0.5431 - accuracy: 0.7506 - val_loss: 0.9502 - val_accuracy: 0.6407 - lr: 1.0000e-04 Epoch 54/200 256/256 [==============================] - ETA: 0s - loss: 0.5467 - accuracy: 0.7519 Epoch 54: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.5467 - accuracy: 0.7519 - val_loss: 0.7093 - val_accuracy: 0.6807 - lr: 1.0000e-04 Epoch 55/200 256/256 [==============================] - ETA: 0s - loss: 0.5332 - accuracy: 0.7540 Epoch 55: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.5332 - accuracy: 0.7540 - val_loss: 0.7490 - val_accuracy: 0.6734 - lr: 1.0000e-04 Epoch 56/200 256/256 [==============================] - ETA: 0s - loss: 0.5220 - accuracy: 0.7608 Epoch 56: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.5220 - accuracy: 0.7608 - val_loss: 0.7309 - val_accuracy: 0.6695 - lr: 1.0000e-04 Epoch 57/200 256/256 [==============================] - ETA: 0s - loss: 0.5218 - accuracy: 0.7619 Epoch 57: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.5218 - accuracy: 0.7619 - val_loss: 0.7277 - val_accuracy: 0.6771 - lr: 1.0000e-04 Epoch 58/200 256/256 [==============================] - ETA: 0s - loss: 0.5137 - accuracy: 0.7644 Epoch 58: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.5137 - accuracy: 0.7644 - val_loss: 0.8760 - val_accuracy: 0.6451 - lr: 1.0000e-04 Epoch 59/200 256/256 [==============================] - ETA: 0s - loss: 0.5104 - accuracy: 0.7650 Epoch 59: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.5104 - accuracy: 0.7650 - val_loss: 0.8551 - val_accuracy: 0.6366 - lr: 1.0000e-04 Epoch 60/200 256/256 [==============================] - ETA: 0s - loss: 0.5059 - accuracy: 0.7702 Epoch 60: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 105ms/step - loss: 0.5059 - accuracy: 0.7702 - val_loss: 0.9219 - val_accuracy: 0.6361 - lr: 1.0000e-04 Epoch 61/200 256/256 [==============================] - ETA: 0s - loss: 0.4974 - accuracy: 0.7743 Epoch 61: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 105ms/step - loss: 0.4974 - accuracy: 0.7743 - val_loss: 0.8075 - val_accuracy: 0.6471 - lr: 1.0000e-04 Epoch 62/200 256/256 [==============================] - ETA: 0s - loss: 0.4857 - accuracy: 0.7811 Epoch 62: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 111ms/step - loss: 0.4857 - accuracy: 0.7811 - val_loss: 0.7945 - val_accuracy: 0.6588 - lr: 1.0000e-04 Epoch 63/200 256/256 [==============================] - ETA: 0s - loss: 0.4828 - accuracy: 0.7815 Epoch 63: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 105ms/step - loss: 0.4828 - accuracy: 0.7815 - val_loss: 0.8667 - val_accuracy: 0.6578 - lr: 1.0000e-04 Epoch 64/200 256/256 [==============================] - ETA: 0s - loss: 0.4745 - accuracy: 0.7827 Epoch 64: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.4745 - accuracy: 0.7827 - val_loss: 0.9711 - val_accuracy: 0.6175 - lr: 1.0000e-04 Epoch 65/200 256/256 [==============================] - ETA: 0s - loss: 0.4763 - accuracy: 0.7857 Epoch 65: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.4763 - accuracy: 0.7857 - val_loss: 0.8236 - val_accuracy: 0.6536 - lr: 1.0000e-04 Epoch 66/200 256/256 [==============================] - ETA: 0s - loss: 0.4661 - accuracy: 0.7908 Epoch 66: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.4661 - accuracy: 0.7908 - val_loss: 0.8543 - val_accuracy: 0.6441 - lr: 1.0000e-04 Epoch 67/200 256/256 [==============================] - ETA: 0s - loss: 0.4613 - accuracy: 0.7936 Epoch 67: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.4613 - accuracy: 0.7936 - val_loss: 0.8364 - val_accuracy: 0.6456 - lr: 1.0000e-04 Epoch 68/200 256/256 [==============================] - ETA: 0s - loss: 0.4552 - accuracy: 0.7932 Epoch 68: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.4552 - accuracy: 0.7932 - val_loss: 0.8327 - val_accuracy: 0.6480 - lr: 1.0000e-04 Epoch 69/200 256/256 [==============================] - ETA: 0s - loss: 0.4398 - accuracy: 0.8041 Epoch 69: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.4398 - accuracy: 0.8041 - val_loss: 0.8543 - val_accuracy: 0.6563 - lr: 1.0000e-04 Epoch 70/200 256/256 [==============================] - ETA: 0s - loss: 0.4377 - accuracy: 0.8055 Epoch 70: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.4377 - accuracy: 0.8055 - val_loss: 0.8773 - val_accuracy: 0.6334 - lr: 1.0000e-04 Epoch 71/200 256/256 [==============================] - ETA: 0s - loss: 0.4285 - accuracy: 0.8104 Epoch 71: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.4285 - accuracy: 0.8104 - val_loss: 0.9218 - val_accuracy: 0.6444 - lr: 1.0000e-04 Epoch 72/200 256/256 [==============================] - ETA: 0s - loss: 0.4201 - accuracy: 0.8135 Epoch 72: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 114ms/step - loss: 0.4201 - accuracy: 0.8135 - val_loss: 0.9407 - val_accuracy: 0.6329 - lr: 1.0000e-04 Epoch 73/200 256/256 [==============================] - ETA: 0s - loss: 0.4102 - accuracy: 0.8167 Epoch 73: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.4102 - accuracy: 0.8167 - val_loss: 0.9071 - val_accuracy: 0.6361 - lr: 1.0000e-04 Epoch 74/200 256/256 [==============================] - ETA: 0s - loss: 0.4061 - accuracy: 0.8188 Epoch 74: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.4061 - accuracy: 0.8188 - val_loss: 0.9301 - val_accuracy: 0.6297 - lr: 1.0000e-04 Epoch 75/200 256/256 [==============================] - ETA: 0s - loss: 0.4033 - accuracy: 0.8238 Epoch 75: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 105ms/step - loss: 0.4033 - accuracy: 0.8238 - val_loss: 1.0590 - val_accuracy: 0.6100 - lr: 1.0000e-04 Epoch 76/200 256/256 [==============================] - ETA: 0s - loss: 0.3908 - accuracy: 0.8261 Epoch 76: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 114ms/step - loss: 0.3908 - accuracy: 0.8261 - val_loss: 1.0305 - val_accuracy: 0.6341 - lr: 1.0000e-04 Epoch 77/200 256/256 [==============================] - ETA: 0s - loss: 0.3848 - accuracy: 0.8330 Epoch 77: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.3848 - accuracy: 0.8330 - val_loss: 0.9408 - val_accuracy: 0.6541 - lr: 1.0000e-04 Epoch 78/200 256/256 [==============================] - ETA: 0s - loss: 0.3751 - accuracy: 0.8349 Epoch 78: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.3751 - accuracy: 0.8349 - val_loss: 0.9045 - val_accuracy: 0.6451 - lr: 1.0000e-04 Epoch 79/200 256/256 [==============================] - ETA: 0s - loss: 0.3658 - accuracy: 0.8400 Epoch 79: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.3658 - accuracy: 0.8400 - val_loss: 1.0298 - val_accuracy: 0.6268 - lr: 1.0000e-04 Epoch 80/200 256/256 [==============================] - ETA: 0s - loss: 0.3614 - accuracy: 0.8433 Epoch 80: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 117ms/step - loss: 0.3614 - accuracy: 0.8433 - val_loss: 0.9590 - val_accuracy: 0.6366 - lr: 1.0000e-04 Epoch 81/200 256/256 [==============================] - ETA: 0s - loss: 0.3537 - accuracy: 0.8468 Epoch 81: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.3537 - accuracy: 0.8468 - val_loss: 1.0072 - val_accuracy: 0.6344 - lr: 1.0000e-04 Epoch 82/200 256/256 [==============================] - ETA: 0s - loss: 0.3458 - accuracy: 0.8490 Epoch 82: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.3458 - accuracy: 0.8490 - val_loss: 1.0051 - val_accuracy: 0.6414 - lr: 1.0000e-04 Epoch 83/200 256/256 [==============================] - ETA: 0s - loss: 0.3384 - accuracy: 0.8556 Epoch 83: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 111ms/step - loss: 0.3384 - accuracy: 0.8556 - val_loss: 1.0800 - val_accuracy: 0.6363 - lr: 1.0000e-04 Epoch 84/200 256/256 [==============================] - ETA: 0s - loss: 0.3460 - accuracy: 0.8522 Epoch 84: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 116ms/step - loss: 0.3460 - accuracy: 0.8522 - val_loss: 1.0792 - val_accuracy: 0.6356 - lr: 1.0000e-04 Epoch 85/200 256/256 [==============================] - ETA: 0s - loss: 0.3240 - accuracy: 0.8609 Epoch 85: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.3240 - accuracy: 0.8609 - val_loss: 1.0306 - val_accuracy: 0.6317 - lr: 1.0000e-04 Epoch 86/200 256/256 [==============================] - ETA: 0s - loss: 0.3206 - accuracy: 0.8644 Epoch 86: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.3206 - accuracy: 0.8644 - val_loss: 1.0896 - val_accuracy: 0.6231 - lr: 1.0000e-04 Epoch 87/200 256/256 [==============================] - ETA: 0s - loss: 0.3174 - accuracy: 0.8683 Epoch 87: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.3174 - accuracy: 0.8683 - val_loss: 1.0804 - val_accuracy: 0.6290 - lr: 1.0000e-04 Epoch 88/200 256/256 [==============================] - ETA: 0s - loss: 0.3089 - accuracy: 0.8683 Epoch 88: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 114ms/step - loss: 0.3089 - accuracy: 0.8683 - val_loss: 1.0328 - val_accuracy: 0.6383 - lr: 1.0000e-04 Epoch 89/200 256/256 [==============================] - ETA: 0s - loss: 0.3016 - accuracy: 0.8704 Epoch 89: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.3016 - accuracy: 0.8704 - val_loss: 1.1275 - val_accuracy: 0.6449 - lr: 1.0000e-04 Epoch 90/200 256/256 [==============================] - ETA: 0s - loss: 0.2930 - accuracy: 0.8773 Epoch 90: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.2930 - accuracy: 0.8773 - val_loss: 1.1383 - val_accuracy: 0.6339 - lr: 1.0000e-04 Epoch 91/200 256/256 [==============================] - ETA: 0s - loss: 0.2908 - accuracy: 0.8833 Epoch 91: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.2908 - accuracy: 0.8833 - val_loss: 1.1334 - val_accuracy: 0.6283 - lr: 1.0000e-04 Epoch 92/200 256/256 [==============================] - ETA: 0s - loss: 0.2762 - accuracy: 0.8847 Epoch 92: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.2762 - accuracy: 0.8847 - val_loss: 1.2368 - val_accuracy: 0.6183 - lr: 1.0000e-04 Epoch 93/200 256/256 [==============================] - ETA: 0s - loss: 0.2836 - accuracy: 0.8824 Epoch 93: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.2836 - accuracy: 0.8824 - val_loss: 1.1631 - val_accuracy: 0.6395 - lr: 1.0000e-04 Epoch 94/200 256/256 [==============================] - ETA: 0s - loss: 0.2700 - accuracy: 0.8863 Epoch 94: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.2700 - accuracy: 0.8863 - val_loss: 1.1708 - val_accuracy: 0.6363 - lr: 1.0000e-04 Epoch 95/200 256/256 [==============================] - ETA: 0s - loss: 0.2628 - accuracy: 0.8920 Epoch 95: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.2628 - accuracy: 0.8920 - val_loss: 1.1169 - val_accuracy: 0.6361 - lr: 1.0000e-04 Epoch 96/200 256/256 [==============================] - ETA: 0s - loss: 0.2526 - accuracy: 0.8962 Epoch 96: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.2526 - accuracy: 0.8962 - val_loss: 1.1345 - val_accuracy: 0.6475 - lr: 1.0000e-04 Epoch 97/200 256/256 [==============================] - ETA: 0s - loss: 0.2449 - accuracy: 0.9003 Epoch 97: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 105ms/step - loss: 0.2449 - accuracy: 0.9003 - val_loss: 1.2039 - val_accuracy: 0.6378 - lr: 1.0000e-04 Epoch 98/200 256/256 [==============================] - ETA: 0s - loss: 0.2467 - accuracy: 0.9007 Epoch 98: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.2467 - accuracy: 0.9007 - val_loss: 1.2057 - val_accuracy: 0.6458 - lr: 1.0000e-04 Epoch 99/200 256/256 [==============================] - ETA: 0s - loss: 0.2491 - accuracy: 0.9001 Epoch 99: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.2491 - accuracy: 0.9001 - val_loss: 1.2123 - val_accuracy: 0.6324 - lr: 1.0000e-04 Epoch 100/200 256/256 [==============================] - ETA: 0s - loss: 0.2392 - accuracy: 0.9042 Epoch 100: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.2392 - accuracy: 0.9042 - val_loss: 1.3559 - val_accuracy: 0.6082 - lr: 1.0000e-04 Epoch 101/200 256/256 [==============================] - ETA: 0s - loss: 0.2343 - accuracy: 0.9059 Epoch 101: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.2343 - accuracy: 0.9059 - val_loss: 1.2727 - val_accuracy: 0.6302 - lr: 1.0000e-04 Epoch 102/200 256/256 [==============================] - ETA: 0s - loss: 0.2281 - accuracy: 0.9066 Epoch 102: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 114ms/step - loss: 0.2281 - accuracy: 0.9066 - val_loss: 1.3257 - val_accuracy: 0.6214 - lr: 1.0000e-04 Epoch 103/200 256/256 [==============================] - ETA: 0s - loss: 0.2178 - accuracy: 0.9146 Epoch 103: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.2178 - accuracy: 0.9146 - val_loss: 1.3631 - val_accuracy: 0.6148 - lr: 1.0000e-04 Epoch 104/200 256/256 [==============================] - ETA: 0s - loss: 0.2123 - accuracy: 0.9141 Epoch 104: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.2123 - accuracy: 0.9141 - val_loss: 1.2728 - val_accuracy: 0.6236 - lr: 1.0000e-04 Epoch 105/200 256/256 [==============================] - ETA: 0s - loss: 0.2136 - accuracy: 0.9129 Epoch 105: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 105ms/step - loss: 0.2136 - accuracy: 0.9129 - val_loss: 1.3144 - val_accuracy: 0.6222 - lr: 1.0000e-04 Epoch 106/200 256/256 [==============================] - ETA: 0s - loss: 0.2104 - accuracy: 0.9190 Epoch 106: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.2104 - accuracy: 0.9190 - val_loss: 1.3074 - val_accuracy: 0.6383 - lr: 1.0000e-04 Epoch 107/200 256/256 [==============================] - ETA: 0s - loss: 0.2095 - accuracy: 0.9162 Epoch 107: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.2095 - accuracy: 0.9162 - val_loss: 1.2486 - val_accuracy: 0.6385 - lr: 1.0000e-04 Epoch 108/200 256/256 [==============================] - ETA: 0s - loss: 0.2018 - accuracy: 0.9188 Epoch 108: val_loss did not improve from 0.64491 256/256 [==============================] - 31s 121ms/step - loss: 0.2018 - accuracy: 0.9188 - val_loss: 1.3479 - val_accuracy: 0.6288 - lr: 1.0000e-04 Epoch 109/200 256/256 [==============================] - ETA: 0s - loss: 0.1967 - accuracy: 0.9239 Epoch 109: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.1967 - accuracy: 0.9239 - val_loss: 1.3292 - val_accuracy: 0.6324 - lr: 1.0000e-04 Epoch 110/200 256/256 [==============================] - ETA: 0s - loss: 0.1902 - accuracy: 0.9256 Epoch 110: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.1902 - accuracy: 0.9256 - val_loss: 1.3595 - val_accuracy: 0.6236 - lr: 1.0000e-04 Epoch 111/200 256/256 [==============================] - ETA: 0s - loss: 0.1847 - accuracy: 0.9281 Epoch 111: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1847 - accuracy: 0.9281 - val_loss: 1.3452 - val_accuracy: 0.6366 - lr: 1.0000e-04 Epoch 112/200 256/256 [==============================] - ETA: 0s - loss: 0.1842 - accuracy: 0.9284 Epoch 112: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.1842 - accuracy: 0.9284 - val_loss: 1.4070 - val_accuracy: 0.6200 - lr: 1.0000e-04 Epoch 113/200 256/256 [==============================] - ETA: 0s - loss: 0.1843 - accuracy: 0.9298 Epoch 113: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.1843 - accuracy: 0.9298 - val_loss: 1.3593 - val_accuracy: 0.6312 - lr: 1.0000e-04 Epoch 114/200 256/256 [==============================] - ETA: 0s - loss: 0.1792 - accuracy: 0.9308 Epoch 114: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.1792 - accuracy: 0.9308 - val_loss: 1.3691 - val_accuracy: 0.6493 - lr: 1.0000e-04 Epoch 115/200 256/256 [==============================] - ETA: 0s - loss: 0.1766 - accuracy: 0.9334 Epoch 115: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 117ms/step - loss: 0.1766 - accuracy: 0.9334 - val_loss: 1.3289 - val_accuracy: 0.6534 - lr: 1.0000e-04 Epoch 116/200 256/256 [==============================] - ETA: 0s - loss: 0.1804 - accuracy: 0.9297 Epoch 116: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.1804 - accuracy: 0.9297 - val_loss: 1.3580 - val_accuracy: 0.6414 - lr: 1.0000e-04 Epoch 117/200 256/256 [==============================] - ETA: 0s - loss: 0.1732 - accuracy: 0.9315 Epoch 117: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.1732 - accuracy: 0.9315 - val_loss: 1.4134 - val_accuracy: 0.6388 - lr: 1.0000e-04 Epoch 118/200 256/256 [==============================] - ETA: 0s - loss: 0.1621 - accuracy: 0.9384 Epoch 118: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.1621 - accuracy: 0.9384 - val_loss: 1.3965 - val_accuracy: 0.6424 - lr: 1.0000e-04 Epoch 119/200 256/256 [==============================] - ETA: 0s - loss: 0.1650 - accuracy: 0.9386 Epoch 119: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 117ms/step - loss: 0.1650 - accuracy: 0.9386 - val_loss: 1.3895 - val_accuracy: 0.6434 - lr: 1.0000e-04 Epoch 120/200 256/256 [==============================] - ETA: 0s - loss: 0.1601 - accuracy: 0.9384 Epoch 120: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1601 - accuracy: 0.9384 - val_loss: 1.3664 - val_accuracy: 0.6368 - lr: 1.0000e-04 Epoch 121/200 256/256 [==============================] - ETA: 0s - loss: 0.1638 - accuracy: 0.9370 Epoch 121: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1638 - accuracy: 0.9370 - val_loss: 1.3642 - val_accuracy: 0.6392 - lr: 1.0000e-04 Epoch 122/200 256/256 [==============================] - ETA: 0s - loss: 0.1539 - accuracy: 0.9412 Epoch 122: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1539 - accuracy: 0.9412 - val_loss: 1.4718 - val_accuracy: 0.6300 - lr: 1.0000e-04 Epoch 123/200 256/256 [==============================] - ETA: 0s - loss: 0.1446 - accuracy: 0.9441 Epoch 123: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.1446 - accuracy: 0.9441 - val_loss: 1.4842 - val_accuracy: 0.6395 - lr: 1.0000e-04 Epoch 124/200 256/256 [==============================] - ETA: 0s - loss: 0.1576 - accuracy: 0.9385 Epoch 124: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 106ms/step - loss: 0.1576 - accuracy: 0.9385 - val_loss: 1.5520 - val_accuracy: 0.6209 - lr: 1.0000e-04 Epoch 125/200 256/256 [==============================] - ETA: 0s - loss: 0.1462 - accuracy: 0.9461 Epoch 125: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.1462 - accuracy: 0.9461 - val_loss: 1.4477 - val_accuracy: 0.6402 - lr: 1.0000e-04 Epoch 126/200 256/256 [==============================] - ETA: 0s - loss: 0.1410 - accuracy: 0.9460 Epoch 126: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.1410 - accuracy: 0.9460 - val_loss: 1.5381 - val_accuracy: 0.6412 - lr: 1.0000e-04 Epoch 127/200 256/256 [==============================] - ETA: 0s - loss: 0.1379 - accuracy: 0.9474 Epoch 127: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 111ms/step - loss: 0.1379 - accuracy: 0.9474 - val_loss: 1.4856 - val_accuracy: 0.6473 - lr: 1.0000e-04 Epoch 128/200 256/256 [==============================] - ETA: 0s - loss: 0.1412 - accuracy: 0.9454 Epoch 128: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.1412 - accuracy: 0.9454 - val_loss: 1.5403 - val_accuracy: 0.6117 - lr: 1.0000e-04 Epoch 129/200 256/256 [==============================] - ETA: 0s - loss: 0.1375 - accuracy: 0.9498 Epoch 129: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.1375 - accuracy: 0.9498 - val_loss: 1.4809 - val_accuracy: 0.6483 - lr: 1.0000e-04 Epoch 130/200 256/256 [==============================] - ETA: 0s - loss: 0.1357 - accuracy: 0.9495 Epoch 130: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.1357 - accuracy: 0.9495 - val_loss: 1.4509 - val_accuracy: 0.6422 - lr: 1.0000e-04 Epoch 131/200 256/256 [==============================] - ETA: 0s - loss: 0.1273 - accuracy: 0.9527 Epoch 131: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.1273 - accuracy: 0.9527 - val_loss: 1.4656 - val_accuracy: 0.6366 - lr: 1.0000e-04 Epoch 132/200 256/256 [==============================] - ETA: 0s - loss: 0.1338 - accuracy: 0.9494 Epoch 132: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.1338 - accuracy: 0.9494 - val_loss: 1.4769 - val_accuracy: 0.6358 - lr: 1.0000e-04 Epoch 133/200 256/256 [==============================] - ETA: 0s - loss: 0.1310 - accuracy: 0.9496 Epoch 133: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.1310 - accuracy: 0.9496 - val_loss: 1.4558 - val_accuracy: 0.6463 - lr: 1.0000e-04 Epoch 134/200 256/256 [==============================] - ETA: 0s - loss: 0.1314 - accuracy: 0.9514 Epoch 134: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1314 - accuracy: 0.9514 - val_loss: 1.6399 - val_accuracy: 0.6217 - lr: 1.0000e-04 Epoch 135/200 256/256 [==============================] - ETA: 0s - loss: 0.1227 - accuracy: 0.9538 Epoch 135: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 118ms/step - loss: 0.1227 - accuracy: 0.9538 - val_loss: 1.5423 - val_accuracy: 0.6331 - lr: 1.0000e-04 Epoch 136/200 256/256 [==============================] - ETA: 0s - loss: 0.1229 - accuracy: 0.9534 Epoch 136: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 111ms/step - loss: 0.1229 - accuracy: 0.9534 - val_loss: 1.4679 - val_accuracy: 0.6378 - lr: 1.0000e-04 Epoch 137/200 256/256 [==============================] - ETA: 0s - loss: 0.1203 - accuracy: 0.9533 Epoch 137: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.1203 - accuracy: 0.9533 - val_loss: 1.6417 - val_accuracy: 0.6224 - lr: 1.0000e-04 Epoch 138/200 256/256 [==============================] - ETA: 0s - loss: 0.1246 - accuracy: 0.9561 Epoch 138: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.1246 - accuracy: 0.9561 - val_loss: 1.5048 - val_accuracy: 0.6422 - lr: 1.0000e-04 Epoch 139/200 256/256 [==============================] - ETA: 0s - loss: 0.1222 - accuracy: 0.9547 Epoch 139: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.1222 - accuracy: 0.9547 - val_loss: 1.5024 - val_accuracy: 0.6392 - lr: 1.0000e-04 Epoch 140/200 256/256 [==============================] - ETA: 0s - loss: 0.1130 - accuracy: 0.9602 Epoch 140: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.1130 - accuracy: 0.9602 - val_loss: 1.5611 - val_accuracy: 0.6334 - lr: 1.0000e-04 Epoch 141/200 256/256 [==============================] - ETA: 0s - loss: 0.1110 - accuracy: 0.9610 Epoch 141: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1110 - accuracy: 0.9610 - val_loss: 1.6136 - val_accuracy: 0.6283 - lr: 1.0000e-04 Epoch 142/200 256/256 [==============================] - ETA: 0s - loss: 0.1156 - accuracy: 0.9593 Epoch 142: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1156 - accuracy: 0.9593 - val_loss: 1.5366 - val_accuracy: 0.6429 - lr: 1.0000e-04 Epoch 143/200 256/256 [==============================] - ETA: 0s - loss: 0.1068 - accuracy: 0.9601 Epoch 143: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.1068 - accuracy: 0.9601 - val_loss: 1.5735 - val_accuracy: 0.6458 - lr: 1.0000e-04 Epoch 144/200 256/256 [==============================] - ETA: 0s - loss: 0.1083 - accuracy: 0.9599 Epoch 144: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 114ms/step - loss: 0.1083 - accuracy: 0.9599 - val_loss: 1.5222 - val_accuracy: 0.6527 - lr: 1.0000e-04 Epoch 145/200 256/256 [==============================] - ETA: 0s - loss: 0.1088 - accuracy: 0.9596 Epoch 145: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1088 - accuracy: 0.9596 - val_loss: 1.5338 - val_accuracy: 0.6405 - lr: 1.0000e-04 Epoch 146/200 256/256 [==============================] - ETA: 0s - loss: 0.1033 - accuracy: 0.9625 Epoch 146: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1033 - accuracy: 0.9625 - val_loss: 1.5564 - val_accuracy: 0.6512 - lr: 1.0000e-04 Epoch 147/200 256/256 [==============================] - ETA: 0s - loss: 0.1088 - accuracy: 0.9602 Epoch 147: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1088 - accuracy: 0.9602 - val_loss: 1.5307 - val_accuracy: 0.6407 - lr: 1.0000e-04 Epoch 148/200 256/256 [==============================] - ETA: 0s - loss: 0.1043 - accuracy: 0.9629 Epoch 148: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.1043 - accuracy: 0.9629 - val_loss: 1.5367 - val_accuracy: 0.6458 - lr: 1.0000e-04 Epoch 149/200 256/256 [==============================] - ETA: 0s - loss: 0.0956 - accuracy: 0.9665 Epoch 149: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.0956 - accuracy: 0.9665 - val_loss: 1.6305 - val_accuracy: 0.6414 - lr: 1.0000e-04 Epoch 150/200 256/256 [==============================] - ETA: 0s - loss: 0.0987 - accuracy: 0.9650 Epoch 150: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0987 - accuracy: 0.9650 - val_loss: 1.5598 - val_accuracy: 0.6314 - lr: 1.0000e-04 Epoch 151/200 256/256 [==============================] - ETA: 0s - loss: 0.1024 - accuracy: 0.9641 Epoch 151: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.1024 - accuracy: 0.9641 - val_loss: 1.5722 - val_accuracy: 0.6322 - lr: 1.0000e-04 Epoch 152/200 256/256 [==============================] - ETA: 0s - loss: 0.1026 - accuracy: 0.9636 Epoch 152: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.1026 - accuracy: 0.9636 - val_loss: 1.5301 - val_accuracy: 0.6449 - lr: 1.0000e-04 Epoch 153/200 256/256 [==============================] - ETA: 0s - loss: 0.0903 - accuracy: 0.9676 Epoch 153: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.0903 - accuracy: 0.9676 - val_loss: 1.5879 - val_accuracy: 0.6458 - lr: 1.0000e-04 Epoch 154/200 256/256 [==============================] - ETA: 0s - loss: 0.0917 - accuracy: 0.9664 Epoch 154: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0917 - accuracy: 0.9664 - val_loss: 1.7088 - val_accuracy: 0.6339 - lr: 1.0000e-04 Epoch 155/200 256/256 [==============================] - ETA: 0s - loss: 0.0941 - accuracy: 0.9649 Epoch 155: val_loss did not improve from 0.64491 256/256 [==============================] - 31s 119ms/step - loss: 0.0941 - accuracy: 0.9649 - val_loss: 1.5891 - val_accuracy: 0.6488 - lr: 1.0000e-04 Epoch 156/200 256/256 [==============================] - ETA: 0s - loss: 0.0953 - accuracy: 0.9669 Epoch 156: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.0953 - accuracy: 0.9669 - val_loss: 1.6340 - val_accuracy: 0.6317 - lr: 1.0000e-04 Epoch 157/200 256/256 [==============================] - ETA: 0s - loss: 0.0990 - accuracy: 0.9646 Epoch 157: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0990 - accuracy: 0.9646 - val_loss: 1.5901 - val_accuracy: 0.6412 - lr: 1.0000e-04 Epoch 158/200 256/256 [==============================] - ETA: 0s - loss: 0.0917 - accuracy: 0.9684 Epoch 158: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0917 - accuracy: 0.9684 - val_loss: 1.6176 - val_accuracy: 0.6368 - lr: 1.0000e-04 Epoch 159/200 256/256 [==============================] - ETA: 0s - loss: 0.0900 - accuracy: 0.9683 Epoch 159: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0900 - accuracy: 0.9683 - val_loss: 1.6195 - val_accuracy: 0.6346 - lr: 1.0000e-04 Epoch 160/200 256/256 [==============================] - ETA: 0s - loss: 0.0922 - accuracy: 0.9662 Epoch 160: val_loss did not improve from 0.64491 256/256 [==============================] - 31s 121ms/step - loss: 0.0922 - accuracy: 0.9662 - val_loss: 1.6705 - val_accuracy: 0.6366 - lr: 1.0000e-04 Epoch 161/200 256/256 [==============================] - ETA: 0s - loss: 0.0893 - accuracy: 0.9676 Epoch 161: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0893 - accuracy: 0.9676 - val_loss: 1.6710 - val_accuracy: 0.6295 - lr: 1.0000e-04 Epoch 162/200 256/256 [==============================] - ETA: 0s - loss: 0.0854 - accuracy: 0.9699 Epoch 162: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0854 - accuracy: 0.9699 - val_loss: 1.6537 - val_accuracy: 0.6446 - lr: 1.0000e-04 Epoch 163/200 256/256 [==============================] - ETA: 0s - loss: 0.0857 - accuracy: 0.9686 Epoch 163: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0857 - accuracy: 0.9686 - val_loss: 1.6310 - val_accuracy: 0.6417 - lr: 1.0000e-04 Epoch 164/200 256/256 [==============================] - ETA: 0s - loss: 0.0817 - accuracy: 0.9711 Epoch 164: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.0817 - accuracy: 0.9711 - val_loss: 1.6526 - val_accuracy: 0.6327 - lr: 1.0000e-04 Epoch 165/200 256/256 [==============================] - ETA: 0s - loss: 0.0832 - accuracy: 0.9713 Epoch 165: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0832 - accuracy: 0.9713 - val_loss: 1.6053 - val_accuracy: 0.6544 - lr: 1.0000e-04 Epoch 166/200 256/256 [==============================] - ETA: 0s - loss: 0.0830 - accuracy: 0.9712 Epoch 166: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 112ms/step - loss: 0.0830 - accuracy: 0.9712 - val_loss: 1.6746 - val_accuracy: 0.6422 - lr: 1.0000e-04 Epoch 167/200 256/256 [==============================] - ETA: 0s - loss: 0.0834 - accuracy: 0.9710 Epoch 167: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0834 - accuracy: 0.9710 - val_loss: 1.6574 - val_accuracy: 0.6422 - lr: 1.0000e-04 Epoch 168/200 256/256 [==============================] - ETA: 0s - loss: 0.0824 - accuracy: 0.9711 Epoch 168: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0824 - accuracy: 0.9711 - val_loss: 1.6381 - val_accuracy: 0.6434 - lr: 1.0000e-04 Epoch 169/200 256/256 [==============================] - ETA: 0s - loss: 0.0828 - accuracy: 0.9717 Epoch 169: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0828 - accuracy: 0.9717 - val_loss: 1.6446 - val_accuracy: 0.6341 - lr: 1.0000e-04 Epoch 170/200 256/256 [==============================] - ETA: 0s - loss: 0.0785 - accuracy: 0.9726 Epoch 170: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.0785 - accuracy: 0.9726 - val_loss: 1.6645 - val_accuracy: 0.6502 - lr: 1.0000e-04 Epoch 171/200 256/256 [==============================] - ETA: 0s - loss: 0.0764 - accuracy: 0.9732 Epoch 171: val_loss did not improve from 0.64491 256/256 [==============================] - 27s 107ms/step - loss: 0.0764 - accuracy: 0.9732 - val_loss: 1.6463 - val_accuracy: 0.6371 - lr: 1.0000e-04 Epoch 172/200 256/256 [==============================] - ETA: 0s - loss: 0.0769 - accuracy: 0.9735 Epoch 172: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0769 - accuracy: 0.9735 - val_loss: 1.6783 - val_accuracy: 0.6314 - lr: 1.0000e-04 Epoch 173/200 256/256 [==============================] - ETA: 0s - loss: 0.0769 - accuracy: 0.9729 Epoch 173: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.0769 - accuracy: 0.9729 - val_loss: 1.6599 - val_accuracy: 0.6432 - lr: 1.0000e-04 Epoch 174/200 256/256 [==============================] - ETA: 0s - loss: 0.0737 - accuracy: 0.9740 Epoch 174: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0737 - accuracy: 0.9740 - val_loss: 1.7551 - val_accuracy: 0.6275 - lr: 1.0000e-04 Epoch 175/200 256/256 [==============================] - ETA: 0s - loss: 0.0863 - accuracy: 0.9686 Epoch 175: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0863 - accuracy: 0.9686 - val_loss: 1.6477 - val_accuracy: 0.6309 - lr: 1.0000e-04 Epoch 176/200 256/256 [==============================] - ETA: 0s - loss: 0.0743 - accuracy: 0.9741 Epoch 176: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0743 - accuracy: 0.9741 - val_loss: 1.7341 - val_accuracy: 0.6446 - lr: 1.0000e-04 Epoch 177/200 256/256 [==============================] - ETA: 0s - loss: 0.0735 - accuracy: 0.9749 Epoch 177: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 107ms/step - loss: 0.0735 - accuracy: 0.9749 - val_loss: 1.6317 - val_accuracy: 0.6468 - lr: 1.0000e-04 Epoch 178/200 256/256 [==============================] - ETA: 0s - loss: 0.0744 - accuracy: 0.9751 Epoch 178: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0744 - accuracy: 0.9751 - val_loss: 1.6160 - val_accuracy: 0.6488 - lr: 1.0000e-04 Epoch 179/200 256/256 [==============================] - ETA: 0s - loss: 0.0738 - accuracy: 0.9748 Epoch 179: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 118ms/step - loss: 0.0738 - accuracy: 0.9748 - val_loss: 1.7272 - val_accuracy: 0.6317 - lr: 1.0000e-04 Epoch 180/200 256/256 [==============================] - ETA: 0s - loss: 0.0704 - accuracy: 0.9743 Epoch 180: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0704 - accuracy: 0.9743 - val_loss: 1.7374 - val_accuracy: 0.6571 - lr: 1.0000e-04 Epoch 181/200 256/256 [==============================] - ETA: 0s - loss: 0.0684 - accuracy: 0.9758 Epoch 181: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0684 - accuracy: 0.9758 - val_loss: 1.7030 - val_accuracy: 0.6419 - lr: 1.0000e-04 Epoch 182/200 256/256 [==============================] - ETA: 0s - loss: 0.0741 - accuracy: 0.9728 Epoch 182: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.0741 - accuracy: 0.9728 - val_loss: 1.7241 - val_accuracy: 0.6422 - lr: 1.0000e-04 Epoch 183/200 256/256 [==============================] - ETA: 0s - loss: 0.0681 - accuracy: 0.9767 Epoch 183: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0681 - accuracy: 0.9767 - val_loss: 1.7470 - val_accuracy: 0.6400 - lr: 1.0000e-04 Epoch 184/200 256/256 [==============================] - ETA: 0s - loss: 0.0733 - accuracy: 0.9754 Epoch 184: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 117ms/step - loss: 0.0733 - accuracy: 0.9754 - val_loss: 1.6746 - val_accuracy: 0.6456 - lr: 1.0000e-04 Epoch 185/200 256/256 [==============================] - ETA: 0s - loss: 0.0645 - accuracy: 0.9781 Epoch 185: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0645 - accuracy: 0.9781 - val_loss: 1.7613 - val_accuracy: 0.6356 - lr: 1.0000e-04 Epoch 186/200 256/256 [==============================] - ETA: 0s - loss: 0.0656 - accuracy: 0.9775 Epoch 186: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0656 - accuracy: 0.9775 - val_loss: 1.7123 - val_accuracy: 0.6446 - lr: 1.0000e-04 Epoch 187/200 256/256 [==============================] - ETA: 0s - loss: 0.0659 - accuracy: 0.9768 Epoch 187: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 108ms/step - loss: 0.0659 - accuracy: 0.9768 - val_loss: 1.6484 - val_accuracy: 0.6524 - lr: 1.0000e-04 Epoch 188/200 256/256 [==============================] - ETA: 0s - loss: 0.0719 - accuracy: 0.9751 Epoch 188: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0719 - accuracy: 0.9751 - val_loss: 1.6428 - val_accuracy: 0.6485 - lr: 1.0000e-04 Epoch 189/200 256/256 [==============================] - ETA: 0s - loss: 0.0637 - accuracy: 0.9786 Epoch 189: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 111ms/step - loss: 0.0637 - accuracy: 0.9786 - val_loss: 1.7068 - val_accuracy: 0.6368 - lr: 1.0000e-04 Epoch 190/200 256/256 [==============================] - ETA: 0s - loss: 0.0625 - accuracy: 0.9794 Epoch 190: val_loss did not improve from 0.64491 256/256 [==============================] - 32s 123ms/step - loss: 0.0625 - accuracy: 0.9794 - val_loss: 1.7416 - val_accuracy: 0.6395 - lr: 1.0000e-04 Epoch 191/200 256/256 [==============================] - ETA: 0s - loss: 0.0671 - accuracy: 0.9762 Epoch 191: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.0671 - accuracy: 0.9762 - val_loss: 1.6775 - val_accuracy: 0.6458 - lr: 1.0000e-04 Epoch 192/200 256/256 [==============================] - ETA: 0s - loss: 0.0669 - accuracy: 0.9770 Epoch 192: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 111ms/step - loss: 0.0669 - accuracy: 0.9770 - val_loss: 1.7129 - val_accuracy: 0.6263 - lr: 1.0000e-04 Epoch 193/200 256/256 [==============================] - ETA: 0s - loss: 0.0632 - accuracy: 0.9783 Epoch 193: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.0632 - accuracy: 0.9783 - val_loss: 1.7207 - val_accuracy: 0.6336 - lr: 1.0000e-04 Epoch 194/200 256/256 [==============================] - ETA: 0s - loss: 0.0718 - accuracy: 0.9752 Epoch 194: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 113ms/step - loss: 0.0718 - accuracy: 0.9752 - val_loss: 1.6036 - val_accuracy: 0.6634 - lr: 1.0000e-04 Epoch 195/200 256/256 [==============================] - ETA: 0s - loss: 0.0606 - accuracy: 0.9806 Epoch 195: val_loss did not improve from 0.64491 256/256 [==============================] - 30s 117ms/step - loss: 0.0606 - accuracy: 0.9806 - val_loss: 1.7306 - val_accuracy: 0.6363 - lr: 1.0000e-04 Epoch 196/200 256/256 [==============================] - ETA: 0s - loss: 0.0611 - accuracy: 0.9800 Epoch 196: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 111ms/step - loss: 0.0611 - accuracy: 0.9800 - val_loss: 1.7243 - val_accuracy: 0.6478 - lr: 1.0000e-04 Epoch 197/200 256/256 [==============================] - ETA: 0s - loss: 0.0702 - accuracy: 0.9781 Epoch 197: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 110ms/step - loss: 0.0702 - accuracy: 0.9781 - val_loss: 1.7284 - val_accuracy: 0.6371 - lr: 1.0000e-04 Epoch 198/200 256/256 [==============================] - ETA: 0s - loss: 0.0590 - accuracy: 0.9813 Epoch 198: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0590 - accuracy: 0.9813 - val_loss: 1.7390 - val_accuracy: 0.6485 - lr: 1.0000e-04 Epoch 199/200 256/256 [==============================] - ETA: 0s - loss: 0.0649 - accuracy: 0.9784 Epoch 199: val_loss did not improve from 0.64491 256/256 [==============================] - 29s 114ms/step - loss: 0.0649 - accuracy: 0.9784 - val_loss: 1.6444 - val_accuracy: 0.6483 - lr: 1.0000e-04 Epoch 200/200 256/256 [==============================] - ETA: 0s - loss: 0.0572 - accuracy: 0.9804 Epoch 200: val_loss did not improve from 0.64491 256/256 [==============================] - 28s 109ms/step - loss: 0.0572 - accuracy: 0.9804 - val_loss: 1.7154 - val_accuracy: 0.6546 - lr: 1.0000e-04
In [ ]:
#model = load_model('../output/kaggle/working/model.h5')
final_loss, final_accuracy = model.evaluate(X_val, Y_val)
print('Final Loss: {}, Final Accuracy: {}'.format(final_loss, final_accuracy))
129/129 [==============================] - 3s 26ms/step - loss: 1.7154 - accuracy: 0.6546 Final Loss: 1.7153838872909546, Final Accuracy: 0.6546253561973572
In [ ]:
Y_pred = model.predict(X_val)
Y_pred = np.argmax(Y_pred, axis=1)
Y_true = np.argmax(Y_val, axis=1)
cm = confusion_matrix(Y_true, Y_pred)
plt.figure(figsize=(12, 12))
ax = sns.heatmap(cm, cmap=plt.cm.Greens, annot=True, square=True, xticklabels=plant_train_type, yticklabels=plant_train_type)
ax.set_ylabel('Actual', fontsize=40)
ax.set_xlabel('Predicted', fontsize=40)
129/129 [==============================] - 6s 24ms/step
Out[ ]:
Text(0.5, 144.41374999999996, 'Predicted')
In [ ]:
from sklearn.metrics import classification_report
print(classification_report(Y_true, Y_pred, target_names=plant_train_type))
In [ ]:
# accuracy plot
plt.plot(hist.history['accuracy'])
plt.plot(hist.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# loss plot
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
In [ ]:
# making prediction from an image
from skimage import io
from tensorflow.keras.utils import load_img, img_to_array
# from keras.utils import image
img = load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(64, 64))
show_img=load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(200, 200))
x = img_to_array(img)
x = np.expand_dims(x, axis = 0)
x /= 255
custom = model.predict(x)
print(custom[0])
plt.imshow(show_img)
plt.show()
a=custom[0]
ind=np.argmax(a)
print('Prediction:',plant_train_type[ind])
Model 3 - CNN's¶
In [ ]:
from keras.layers import MaxPooling2D
from keras.models import Sequential
from keras.layers import Flatten
from keras.layers import Conv2D
from keras.layers import Dense
from keras.layers import Input
from keras.layers import Dropout
from tensorflow.keras.optimizers import Adam
from keras.layers import LeakyReLU
from keras.layers import BatchNormalization
In [ ]:
# def conv_layer (filterx) :
# model = Sequential()
# model.add(Conv2D(filterx, (3,3), padding = 'same', kernel_regularizer = 'l2'))
# model.add(BatchNormalization())
# model.add(Dropout(.2))
# model.add(LeakyReLU())
# model.add(MaxPooling2D((2, 2)))
# return model
# def dens_layer (hiddenx) :
# model = Sequential()
# model.add(Dense(hiddenx, kernel_regularizer = 'l2'))
# model.add(BatchNormalization())
# model.add(Dropout(.2))
# model.add(LeakyReLU())
# return model
In [ ]:
# def cnn (filter1, filter2, hidden1, hidden2) :
# model = Sequential([
# Input((256,256,1,)),
# conv_layer(filter1),
# conv_layer(filter2),
# Flatten(),
# dens_layer(hidden1),
# dens_layer(hidden2),
# Dense(15, activation = 'softmax')
# ])
# model.compile(loss = 'categorical_crossentropy', optimizer = Adam(learning_rate = 0.0005), metrics = ['accuracy'])
# return model
In [ ]:
# model = cnn(2**3,
# 2**3,
# 2**6,
# 2**5)
In [ ]:
# print(model.summary())
In [ ]:
# from keras.callbacks import ModelCheckpoint
In [ ]:
def build_cnn():
input = Input(shape=(SIZE, SIZE, N_ch))
x = Conv2D(3, (3, 3), padding='same')(input)
# x = GlobalAveragePooling2D()(x)
# # x= Flatten()(x)
# # x = GlobalAveragePooling2D()(x)
# # x = MaxPooling2D()(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
# # x = Dense(2048, activation='relu')(x)
# x = Dense(1024, activation='relu')(x)
# # x = MaxPooling2D()(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
# x = Dense(256, activation='relu')(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
x = GlobalAveragePooling2D()(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
x = Dense(2048, activation='relu')(x)
x = BatchNormalization()(x)
x = Dense(1024, activation='relu')(x)
x = BatchNormalization()(x)
x = Dense(512, activation='LeakyReLU')(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
x = Dense(256, activation='LeakyReLU')(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
# multi output
output = Dense(15,activation = 'softmax', name='root')(x)
# model
model = Model(input,output)
# optimizer = Adam(lr=0.001, beta_1=0.9, beta_2=0.999, epsilon=0.1, decay=0.0)
optimizer = Adam(lr=0.0001)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])
model.summary()
return model
In [ ]:
model = build_cnn()
annealer = ReduceLROnPlateau(monitor='val_accuracy', factor=0.70, patience=5, verbose=1, min_lr=1e-4)
checkpoint = ModelCheckpoint('model_cnn.h5', verbose=1, save_best_only=True)
# Generates batches of image data with data augmentation
datagen = ImageDataGenerator(rotation_range=360,# Degree range for random rotations
width_shift_range=0.2, # Range for random horizontal shifts
height_shift_range=0.2, # Range for random vertical shifts
zoom_range=0.2, # Range for random zoom
horizontal_flip=True, # Randomly flip inputs horizontally
vertical_flip=True) # Randomly flip inputs vertically
datagen.fit(X_train)
Model: "model_2"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_22 (InputLayer) [(None, 64, 64, 3)] 0
conv2d_1443 (Conv2D) (None, 64, 64, 3) 84
global_average_pooling2d_3 (None, 3) 0
(GlobalAveragePooling2D)
batch_normalization_1444 (B (None, 3) 12
atchNormalization)
dropout_13 (Dropout) (None, 3) 0
dense_11 (Dense) (None, 2048) 8192
batch_normalization_1445 (B (None, 2048) 8192
atchNormalization)
dense_12 (Dense) (None, 1024) 2098176
batch_normalization_1446 (B (None, 1024) 4096
atchNormalization)
dense_13 (Dense) (None, 512) 524800
batch_normalization_1447 (B (None, 512) 2048
atchNormalization)
dropout_14 (Dropout) (None, 512) 0
dense_14 (Dense) (None, 256) 131328
batch_normalization_1448 (B (None, 256) 1024
atchNormalization)
dropout_15 (Dropout) (None, 256) 0
root (Dense) (None, 15) 3855
=================================================================
Total params: 2,781,807
Trainable params: 2,774,121
Non-trainable params: 7,686
_________________________________________________________________
/usr/local/lib/python3.8/dist-packages/keras/optimizers/optimizer_v2/adam.py:110: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead. super(Adam, self).__init__(name, **kwargs)
In [ ]:
from tensorflow.keras.utils import plot_model
from IPython.display import Image
plot_model(model, to_file='cnn.jpg', show_shapes=True,show_layer_names=True)
Image(filename='cnn.jpg')
Out[ ]:
In [ ]:
# Fits the model on batches with real-time data augmentation
hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
steps_per_epoch=X_train.shape[0] // BATCH_SIZE,
epochs=EPOCHS,
verbose=1,
callbacks=[annealer, checkpoint],
# callbacks=[checkpoint],
validation_data=(X_val, Y_val))
Epoch 1/200
<ipython-input-78-4f8dc69b4799>:2: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
511/512 [============================>.] - ETA: 0s - loss: 3.4132 - accuracy: 0.1208 Epoch 1: val_loss improved from inf to 2.57866, saving model to model_cnn.h5 512/512 [==============================] - 24s 45ms/step - loss: 3.4122 - accuracy: 0.1209 - val_loss: 2.5787 - val_accuracy: 0.1833 - lr: 1.0000e-04 Epoch 2/200 511/512 [============================>.] - ETA: 0s - loss: 3.1666 - accuracy: 0.1339 Epoch 2: val_loss improved from 2.57866 to 2.30488, saving model to model_cnn.h5 512/512 [==============================] - 22s 44ms/step - loss: 3.1666 - accuracy: 0.1339 - val_loss: 2.3049 - val_accuracy: 0.2575 - lr: 1.0000e-04 Epoch 3/200 511/512 [============================>.] - ETA: 0s - loss: 3.0154 - accuracy: 0.1399 Epoch 3: val_loss did not improve from 2.30488 512/512 [==============================] - 24s 46ms/step - loss: 3.0163 - accuracy: 0.1397 - val_loss: 2.3274 - val_accuracy: 0.2329 - lr: 1.0000e-04 Epoch 4/200 512/512 [==============================] - ETA: 0s - loss: 2.9244 - accuracy: 0.1523 Epoch 4: val_loss did not improve from 2.30488 512/512 [==============================] - 23s 45ms/step - loss: 2.9244 - accuracy: 0.1523 - val_loss: 2.3279 - val_accuracy: 0.2224 - lr: 1.0000e-04 Epoch 5/200 512/512 [==============================] - ETA: 0s - loss: 2.8717 - accuracy: 0.1544 Epoch 5: val_loss improved from 2.30488 to 2.28580, saving model to model_cnn.h5 512/512 [==============================] - 25s 49ms/step - loss: 2.8717 - accuracy: 0.1544 - val_loss: 2.2858 - val_accuracy: 0.2516 - lr: 1.0000e-04 Epoch 6/200 512/512 [==============================] - ETA: 0s - loss: 2.8158 - accuracy: 0.1612 Epoch 6: val_loss did not improve from 2.28580 512/512 [==============================] - 24s 46ms/step - loss: 2.8158 - accuracy: 0.1612 - val_loss: 2.2911 - val_accuracy: 0.2495 - lr: 1.0000e-04 Epoch 7/200 511/512 [============================>.] - ETA: 0s - loss: 2.7478 - accuracy: 0.1607 Epoch 7: val_loss did not improve from 2.28580 512/512 [==============================] - 23s 45ms/step - loss: 2.7472 - accuracy: 0.1606 - val_loss: 2.2926 - val_accuracy: 0.2602 - lr: 1.0000e-04 Epoch 8/200 511/512 [============================>.] - ETA: 0s - loss: 2.7111 - accuracy: 0.1664 Epoch 8: val_loss improved from 2.28580 to 2.27165, saving model to model_cnn.h5 512/512 [==============================] - 23s 45ms/step - loss: 2.7112 - accuracy: 0.1665 - val_loss: 2.2717 - val_accuracy: 0.2421 - lr: 1.0000e-04 Epoch 9/200 511/512 [============================>.] - ETA: 0s - loss: 2.7007 - accuracy: 0.1683 Epoch 9: val_loss did not improve from 2.27165 512/512 [==============================] - 23s 45ms/step - loss: 2.7009 - accuracy: 0.1683 - val_loss: 2.3087 - val_accuracy: 0.2289 - lr: 1.0000e-04 Epoch 10/200 511/512 [============================>.] - ETA: 0s - loss: 2.6563 - accuracy: 0.1723 Epoch 10: val_loss improved from 2.27165 to 2.27141, saving model to model_cnn.h5 512/512 [==============================] - 23s 44ms/step - loss: 2.6567 - accuracy: 0.1723 - val_loss: 2.2714 - val_accuracy: 0.2653 - lr: 1.0000e-04 Epoch 11/200 512/512 [==============================] - ETA: 0s - loss: 2.6170 - accuracy: 0.1774 Epoch 11: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 44ms/step - loss: 2.6170 - accuracy: 0.1774 - val_loss: 2.2857 - val_accuracy: 0.2402 - lr: 1.0000e-04 Epoch 12/200 511/512 [============================>.] - ETA: 0s - loss: 2.6017 - accuracy: 0.1792 Epoch 12: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 44ms/step - loss: 2.6021 - accuracy: 0.1790 - val_loss: 2.3337 - val_accuracy: 0.2172 - lr: 1.0000e-04 Epoch 13/200 512/512 [==============================] - ETA: 0s - loss: 2.5852 - accuracy: 0.1853 Epoch 13: val_loss did not improve from 2.27141 512/512 [==============================] - 24s 48ms/step - loss: 2.5852 - accuracy: 0.1853 - val_loss: 2.2782 - val_accuracy: 0.2556 - lr: 1.0000e-04 Epoch 14/200 512/512 [==============================] - ETA: 0s - loss: 2.5543 - accuracy: 0.1920 Epoch 14: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.5543 - accuracy: 0.1920 - val_loss: 2.2873 - val_accuracy: 0.2673 - lr: 1.0000e-04 Epoch 15/200 512/512 [==============================] - ETA: 0s - loss: 2.5421 - accuracy: 0.1907 Epoch 15: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 44ms/step - loss: 2.5421 - accuracy: 0.1907 - val_loss: 2.3015 - val_accuracy: 0.2102 - lr: 1.0000e-04 Epoch 16/200 512/512 [==============================] - ETA: 0s - loss: 2.5316 - accuracy: 0.1921 Epoch 16: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.5316 - accuracy: 0.1921 - val_loss: 2.3149 - val_accuracy: 0.2153 - lr: 1.0000e-04 Epoch 17/200 512/512 [==============================] - ETA: 0s - loss: 2.5076 - accuracy: 0.1923 Epoch 17: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.5076 - accuracy: 0.1923 - val_loss: 2.2972 - val_accuracy: 0.2473 - lr: 1.0000e-04 Epoch 18/200 512/512 [==============================] - ETA: 0s - loss: 2.4873 - accuracy: 0.1946 Epoch 18: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4873 - accuracy: 0.1946 - val_loss: 2.3012 - val_accuracy: 0.2460 - lr: 1.0000e-04 Epoch 19/200 511/512 [============================>.] - ETA: 0s - loss: 2.4796 - accuracy: 0.2012 Epoch 19: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4791 - accuracy: 0.2012 - val_loss: 2.3281 - val_accuracy: 0.2502 - lr: 1.0000e-04 Epoch 20/200 512/512 [==============================] - ETA: 0s - loss: 2.4611 - accuracy: 0.2056 Epoch 20: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4611 - accuracy: 0.2056 - val_loss: 2.3056 - val_accuracy: 0.2560 - lr: 1.0000e-04 Epoch 21/200 512/512 [==============================] - ETA: 0s - loss: 2.4553 - accuracy: 0.2050 Epoch 21: val_loss did not improve from 2.27141 512/512 [==============================] - 25s 48ms/step - loss: 2.4553 - accuracy: 0.2050 - val_loss: 2.2872 - val_accuracy: 0.2346 - lr: 1.0000e-04 Epoch 22/200 511/512 [============================>.] - ETA: 0s - loss: 2.4453 - accuracy: 0.2077 Epoch 22: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 46ms/step - loss: 2.4455 - accuracy: 0.2075 - val_loss: 2.2943 - val_accuracy: 0.2465 - lr: 1.0000e-04 Epoch 23/200 512/512 [==============================] - ETA: 0s - loss: 2.4430 - accuracy: 0.2017 Epoch 23: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4430 - accuracy: 0.2017 - val_loss: 2.3100 - val_accuracy: 0.2402 - lr: 1.0000e-04 Epoch 24/200 511/512 [============================>.] - ETA: 0s - loss: 2.4232 - accuracy: 0.2093 Epoch 24: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4233 - accuracy: 0.2094 - val_loss: 2.3198 - val_accuracy: 0.2624 - lr: 1.0000e-04 Epoch 25/200 511/512 [============================>.] - ETA: 0s - loss: 2.4253 - accuracy: 0.2086 Epoch 25: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 44ms/step - loss: 2.4254 - accuracy: 0.2084 - val_loss: 2.2923 - val_accuracy: 0.2282 - lr: 1.0000e-04 Epoch 26/200 512/512 [==============================] - ETA: 0s - loss: 2.4222 - accuracy: 0.2131 Epoch 26: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4222 - accuracy: 0.2131 - val_loss: 2.3054 - val_accuracy: 0.2382 - lr: 1.0000e-04 Epoch 27/200 511/512 [============================>.] - ETA: 0s - loss: 2.4045 - accuracy: 0.2144 Epoch 27: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.4044 - accuracy: 0.2145 - val_loss: 2.2880 - val_accuracy: 0.2321 - lr: 1.0000e-04 Epoch 28/200 512/512 [==============================] - ETA: 0s - loss: 2.3935 - accuracy: 0.2215 Epoch 28: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3935 - accuracy: 0.2215 - val_loss: 2.2971 - val_accuracy: 0.2575 - lr: 1.0000e-04 Epoch 29/200 512/512 [==============================] - ETA: 0s - loss: 2.3982 - accuracy: 0.2170 Epoch 29: val_loss did not improve from 2.27141 512/512 [==============================] - 24s 47ms/step - loss: 2.3982 - accuracy: 0.2170 - val_loss: 2.3022 - val_accuracy: 0.2609 - lr: 1.0000e-04 Epoch 30/200 512/512 [==============================] - ETA: 0s - loss: 2.3913 - accuracy: 0.2197 Epoch 30: val_loss did not improve from 2.27141 512/512 [==============================] - 24s 48ms/step - loss: 2.3913 - accuracy: 0.2197 - val_loss: 2.3552 - val_accuracy: 0.2194 - lr: 1.0000e-04 Epoch 31/200 512/512 [==============================] - ETA: 0s - loss: 2.3917 - accuracy: 0.2212 Epoch 31: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3917 - accuracy: 0.2212 - val_loss: 2.3063 - val_accuracy: 0.2355 - lr: 1.0000e-04 Epoch 32/200 511/512 [============================>.] - ETA: 0s - loss: 2.3877 - accuracy: 0.2207 Epoch 32: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3874 - accuracy: 0.2210 - val_loss: 2.3189 - val_accuracy: 0.2524 - lr: 1.0000e-04 Epoch 33/200 511/512 [============================>.] - ETA: 0s - loss: 2.3676 - accuracy: 0.2277 Epoch 33: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3680 - accuracy: 0.2275 - val_loss: 2.2796 - val_accuracy: 0.2536 - lr: 1.0000e-04 Epoch 34/200 511/512 [============================>.] - ETA: 0s - loss: 2.3738 - accuracy: 0.2228 Epoch 34: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 46ms/step - loss: 2.3741 - accuracy: 0.2226 - val_loss: 2.2926 - val_accuracy: 0.2663 - lr: 1.0000e-04 Epoch 35/200 512/512 [==============================] - ETA: 0s - loss: 2.3732 - accuracy: 0.2189 Epoch 35: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3732 - accuracy: 0.2189 - val_loss: 2.2987 - val_accuracy: 0.2546 - lr: 1.0000e-04 Epoch 36/200 511/512 [============================>.] - ETA: 0s - loss: 2.3753 - accuracy: 0.2221 Epoch 36: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3748 - accuracy: 0.2223 - val_loss: 2.2867 - val_accuracy: 0.2490 - lr: 1.0000e-04 Epoch 37/200 511/512 [============================>.] - ETA: 0s - loss: 2.3637 - accuracy: 0.2238 Epoch 37: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3645 - accuracy: 0.2236 - val_loss: 2.2899 - val_accuracy: 0.2465 - lr: 1.0000e-04 Epoch 38/200 511/512 [============================>.] - ETA: 0s - loss: 2.3662 - accuracy: 0.2265 Epoch 38: val_loss did not improve from 2.27141 512/512 [==============================] - 25s 50ms/step - loss: 2.3663 - accuracy: 0.2263 - val_loss: 2.2776 - val_accuracy: 0.2668 - lr: 1.0000e-04 Epoch 39/200 512/512 [==============================] - ETA: 0s - loss: 2.3652 - accuracy: 0.2236 Epoch 39: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3652 - accuracy: 0.2236 - val_loss: 2.2931 - val_accuracy: 0.2560 - lr: 1.0000e-04 Epoch 40/200 511/512 [============================>.] - ETA: 0s - loss: 2.3573 - accuracy: 0.2273 Epoch 40: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3573 - accuracy: 0.2274 - val_loss: 2.2808 - val_accuracy: 0.2621 - lr: 1.0000e-04 Epoch 41/200 511/512 [============================>.] - ETA: 0s - loss: 2.3510 - accuracy: 0.2280 Epoch 41: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3514 - accuracy: 0.2280 - val_loss: 2.2970 - val_accuracy: 0.2656 - lr: 1.0000e-04 Epoch 42/200 512/512 [==============================] - ETA: 0s - loss: 2.3541 - accuracy: 0.2274 Epoch 42: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3541 - accuracy: 0.2274 - val_loss: 2.3129 - val_accuracy: 0.2524 - lr: 1.0000e-04 Epoch 43/200 511/512 [============================>.] - ETA: 0s - loss: 2.3490 - accuracy: 0.2293 Epoch 43: val_loss did not improve from 2.27141 512/512 [==============================] - 23s 45ms/step - loss: 2.3491 - accuracy: 0.2291 - val_loss: 2.2972 - val_accuracy: 0.2663 - lr: 1.0000e-04 Epoch 44/200 512/512 [==============================] - ETA: 0s - loss: 2.3450 - accuracy: 0.2283 Epoch 44: val_loss improved from 2.27141 to 2.26562, saving model to model_cnn.h5 512/512 [==============================] - 23s 45ms/step - loss: 2.3450 - accuracy: 0.2283 - val_loss: 2.2656 - val_accuracy: 0.2485 - lr: 1.0000e-04 Epoch 45/200 512/512 [==============================] - ETA: 0s - loss: 2.3406 - accuracy: 0.2320 Epoch 45: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3406 - accuracy: 0.2320 - val_loss: 2.2996 - val_accuracy: 0.2663 - lr: 1.0000e-04 Epoch 46/200 511/512 [============================>.] - ETA: 0s - loss: 2.3454 - accuracy: 0.2333 Epoch 46: val_loss did not improve from 2.26562 512/512 [==============================] - 26s 51ms/step - loss: 2.3457 - accuracy: 0.2330 - val_loss: 2.3107 - val_accuracy: 0.2551 - lr: 1.0000e-04 Epoch 47/200 511/512 [============================>.] - ETA: 0s - loss: 2.3421 - accuracy: 0.2334 Epoch 47: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3421 - accuracy: 0.2334 - val_loss: 2.2921 - val_accuracy: 0.2309 - lr: 1.0000e-04 Epoch 48/200 512/512 [==============================] - ETA: 0s - loss: 2.3400 - accuracy: 0.2300 Epoch 48: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3400 - accuracy: 0.2300 - val_loss: 2.3017 - val_accuracy: 0.2624 - lr: 1.0000e-04 Epoch 49/200 512/512 [==============================] - ETA: 0s - loss: 2.3344 - accuracy: 0.2371 Epoch 49: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3344 - accuracy: 0.2371 - val_loss: 2.2876 - val_accuracy: 0.2558 - lr: 1.0000e-04 Epoch 50/200 512/512 [==============================] - ETA: 0s - loss: 2.3342 - accuracy: 0.2310 Epoch 50: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3342 - accuracy: 0.2310 - val_loss: 2.3285 - val_accuracy: 0.2714 - lr: 1.0000e-04 Epoch 51/200 512/512 [==============================] - ETA: 0s - loss: 2.3402 - accuracy: 0.2304 Epoch 51: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 46ms/step - loss: 2.3402 - accuracy: 0.2304 - val_loss: 2.2831 - val_accuracy: 0.2470 - lr: 1.0000e-04 Epoch 52/200 512/512 [==============================] - ETA: 0s - loss: 2.3334 - accuracy: 0.2335 Epoch 52: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 46ms/step - loss: 2.3334 - accuracy: 0.2335 - val_loss: 2.3373 - val_accuracy: 0.2602 - lr: 1.0000e-04 Epoch 53/200 512/512 [==============================] - ETA: 0s - loss: 2.3329 - accuracy: 0.2310 Epoch 53: val_loss did not improve from 2.26562 512/512 [==============================] - 26s 51ms/step - loss: 2.3329 - accuracy: 0.2310 - val_loss: 2.3027 - val_accuracy: 0.2531 - lr: 1.0000e-04 Epoch 54/200 512/512 [==============================] - ETA: 0s - loss: 2.3374 - accuracy: 0.2314 Epoch 54: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 47ms/step - loss: 2.3374 - accuracy: 0.2314 - val_loss: 2.2833 - val_accuracy: 0.2492 - lr: 1.0000e-04 Epoch 55/200 511/512 [============================>.] - ETA: 0s - loss: 2.3397 - accuracy: 0.2297 Epoch 55: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 46ms/step - loss: 2.3396 - accuracy: 0.2299 - val_loss: 2.3628 - val_accuracy: 0.2192 - lr: 1.0000e-04 Epoch 56/200 512/512 [==============================] - ETA: 0s - loss: 2.3349 - accuracy: 0.2325 Epoch 56: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 46ms/step - loss: 2.3349 - accuracy: 0.2325 - val_loss: 2.2852 - val_accuracy: 0.2731 - lr: 1.0000e-04 Epoch 57/200 512/512 [==============================] - ETA: 0s - loss: 2.3317 - accuracy: 0.2359 Epoch 57: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 46ms/step - loss: 2.3317 - accuracy: 0.2359 - val_loss: 2.2661 - val_accuracy: 0.2658 - lr: 1.0000e-04 Epoch 58/200 512/512 [==============================] - ETA: 0s - loss: 2.3341 - accuracy: 0.2368 Epoch 58: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3341 - accuracy: 0.2368 - val_loss: 2.2735 - val_accuracy: 0.2665 - lr: 1.0000e-04 Epoch 59/200 512/512 [==============================] - ETA: 0s - loss: 2.3312 - accuracy: 0.2305 Epoch 59: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3312 - accuracy: 0.2305 - val_loss: 2.2843 - val_accuracy: 0.2441 - lr: 1.0000e-04 Epoch 60/200 512/512 [==============================] - ETA: 0s - loss: 2.3357 - accuracy: 0.2345 Epoch 60: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3357 - accuracy: 0.2345 - val_loss: 2.3183 - val_accuracy: 0.2639 - lr: 1.0000e-04 Epoch 61/200 512/512 [==============================] - ETA: 0s - loss: 2.3374 - accuracy: 0.2316 Epoch 61: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3374 - accuracy: 0.2316 - val_loss: 2.2815 - val_accuracy: 0.2660 - lr: 1.0000e-04 Epoch 62/200 511/512 [============================>.] - ETA: 0s - loss: 2.3317 - accuracy: 0.2361 Epoch 62: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 46ms/step - loss: 2.3323 - accuracy: 0.2359 - val_loss: 2.2765 - val_accuracy: 0.2599 - lr: 1.0000e-04 Epoch 63/200 511/512 [============================>.] - ETA: 0s - loss: 2.3220 - accuracy: 0.2374 Epoch 63: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3218 - accuracy: 0.2374 - val_loss: 2.2998 - val_accuracy: 0.2402 - lr: 1.0000e-04 Epoch 64/200 511/512 [============================>.] - ETA: 0s - loss: 2.3279 - accuracy: 0.2350 Epoch 64: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 45ms/step - loss: 2.3277 - accuracy: 0.2349 - val_loss: 2.2931 - val_accuracy: 0.2624 - lr: 1.0000e-04 Epoch 65/200 512/512 [==============================] - ETA: 0s - loss: 2.3316 - accuracy: 0.2320 Epoch 65: val_loss did not improve from 2.26562 512/512 [==============================] - 27s 52ms/step - loss: 2.3316 - accuracy: 0.2320 - val_loss: 2.2991 - val_accuracy: 0.2695 - lr: 1.0000e-04 Epoch 66/200 512/512 [==============================] - ETA: 0s - loss: 2.3222 - accuracy: 0.2362 Epoch 66: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 46ms/step - loss: 2.3222 - accuracy: 0.2362 - val_loss: 2.2993 - val_accuracy: 0.2455 - lr: 1.0000e-04 Epoch 67/200 511/512 [============================>.] - ETA: 0s - loss: 2.3312 - accuracy: 0.2331 Epoch 67: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 46ms/step - loss: 2.3311 - accuracy: 0.2333 - val_loss: 2.2929 - val_accuracy: 0.2448 - lr: 1.0000e-04 Epoch 68/200 512/512 [==============================] - ETA: 0s - loss: 2.3269 - accuracy: 0.2380 Epoch 68: val_loss did not improve from 2.26562 512/512 [==============================] - 23s 46ms/step - loss: 2.3269 - accuracy: 0.2380 - val_loss: 2.3104 - val_accuracy: 0.2641 - lr: 1.0000e-04 Epoch 69/200 512/512 [==============================] - ETA: 0s - loss: 2.3246 - accuracy: 0.2346 Epoch 69: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 46ms/step - loss: 2.3246 - accuracy: 0.2346 - val_loss: 2.2775 - val_accuracy: 0.2724 - lr: 1.0000e-04 Epoch 70/200 511/512 [============================>.] - ETA: 0s - loss: 2.3303 - accuracy: 0.2341 Epoch 70: val_loss did not improve from 2.26562 512/512 [==============================] - 24s 47ms/step - loss: 2.3302 - accuracy: 0.2340 - val_loss: 2.3053 - val_accuracy: 0.2541 - lr: 1.0000e-04 Epoch 71/200 511/512 [============================>.] - ETA: 0s - loss: 2.3236 - accuracy: 0.2350 Epoch 71: val_loss improved from 2.26562 to 2.25891, saving model to model_cnn.h5 512/512 [==============================] - 24s 47ms/step - loss: 2.3240 - accuracy: 0.2346 - val_loss: 2.2589 - val_accuracy: 0.2736 - lr: 1.0000e-04 Epoch 72/200 512/512 [==============================] - ETA: 0s - loss: 2.3254 - accuracy: 0.2316 Epoch 72: val_loss did not improve from 2.25891 512/512 [==============================] - 24s 46ms/step - loss: 2.3254 - accuracy: 0.2316 - val_loss: 2.3026 - val_accuracy: 0.2419 - lr: 1.0000e-04 Epoch 73/200 512/512 [==============================] - ETA: 0s - loss: 2.3235 - accuracy: 0.2364 Epoch 73: val_loss did not improve from 2.25891 512/512 [==============================] - 24s 46ms/step - loss: 2.3235 - accuracy: 0.2364 - val_loss: 2.2614 - val_accuracy: 0.2822 - lr: 1.0000e-04 Epoch 74/200 512/512 [==============================] - ETA: 0s - loss: 2.3251 - accuracy: 0.2369 Epoch 74: val_loss improved from 2.25891 to 2.25848, saving model to model_cnn.h5 512/512 [==============================] - 24s 46ms/step - loss: 2.3251 - accuracy: 0.2369 - val_loss: 2.2585 - val_accuracy: 0.2761 - lr: 1.0000e-04 Epoch 75/200 512/512 [==============================] - ETA: 0s - loss: 2.3196 - accuracy: 0.2366 Epoch 75: val_loss did not improve from 2.25848 512/512 [==============================] - 23s 46ms/step - loss: 2.3196 - accuracy: 0.2366 - val_loss: 2.3041 - val_accuracy: 0.2697 - lr: 1.0000e-04 Epoch 76/200 511/512 [============================>.] - ETA: 0s - loss: 2.3338 - accuracy: 0.2341 Epoch 76: val_loss did not improve from 2.25848 512/512 [==============================] - 23s 46ms/step - loss: 2.3340 - accuracy: 0.2340 - val_loss: 2.3099 - val_accuracy: 0.2380 - lr: 1.0000e-04 Epoch 77/200 511/512 [============================>.] - ETA: 0s - loss: 2.3238 - accuracy: 0.2359 Epoch 77: val_loss did not improve from 2.25848 512/512 [==============================] - 23s 46ms/step - loss: 2.3242 - accuracy: 0.2358 - val_loss: 2.2601 - val_accuracy: 0.2497 - lr: 1.0000e-04 Epoch 78/200 512/512 [==============================] - ETA: 0s - loss: 2.3263 - accuracy: 0.2326 Epoch 78: val_loss did not improve from 2.25848 512/512 [==============================] - 23s 46ms/step - loss: 2.3263 - accuracy: 0.2326 - val_loss: 2.2832 - val_accuracy: 0.2707 - lr: 1.0000e-04 Epoch 79/200 512/512 [==============================] - ETA: 0s - loss: 2.3163 - accuracy: 0.2401 Epoch 79: val_loss did not improve from 2.25848 512/512 [==============================] - 23s 46ms/step - loss: 2.3163 - accuracy: 0.2401 - val_loss: 2.2746 - val_accuracy: 0.2624 - lr: 1.0000e-04 Epoch 80/200 512/512 [==============================] - ETA: 0s - loss: 2.3186 - accuracy: 0.2377 Epoch 80: val_loss did not improve from 2.25848 512/512 [==============================] - 23s 45ms/step - loss: 2.3186 - accuracy: 0.2377 - val_loss: 2.2651 - val_accuracy: 0.2680 - lr: 1.0000e-04 Epoch 81/200 511/512 [============================>.] - ETA: 0s - loss: 2.3231 - accuracy: 0.2311 Epoch 81: val_loss did not improve from 2.25848 512/512 [==============================] - 24s 46ms/step - loss: 2.3237 - accuracy: 0.2310 - val_loss: 2.3076 - val_accuracy: 0.2404 - lr: 1.0000e-04 Epoch 82/200 512/512 [==============================] - ETA: 0s - loss: 2.3203 - accuracy: 0.2348 Epoch 82: val_loss improved from 2.25848 to 2.25307, saving model to model_cnn.h5 512/512 [==============================] - 23s 46ms/step - loss: 2.3203 - accuracy: 0.2348 - val_loss: 2.2531 - val_accuracy: 0.2731 - lr: 1.0000e-04 Epoch 83/200 512/512 [==============================] - ETA: 0s - loss: 2.3247 - accuracy: 0.2321 Epoch 83: val_loss did not improve from 2.25307 512/512 [==============================] - 23s 45ms/step - loss: 2.3247 - accuracy: 0.2321 - val_loss: 2.2637 - val_accuracy: 0.2604 - lr: 1.0000e-04 Epoch 84/200 511/512 [============================>.] - ETA: 0s - loss: 2.3115 - accuracy: 0.2367 Epoch 84: val_loss improved from 2.25307 to 2.24746, saving model to model_cnn.h5 512/512 [==============================] - 24s 46ms/step - loss: 2.3114 - accuracy: 0.2366 - val_loss: 2.2475 - val_accuracy: 0.2692 - lr: 1.0000e-04 Epoch 85/200 512/512 [==============================] - ETA: 0s - loss: 2.3199 - accuracy: 0.2393 Epoch 85: val_loss did not improve from 2.24746 512/512 [==============================] - 23s 45ms/step - loss: 2.3199 - accuracy: 0.2393 - val_loss: 2.2767 - val_accuracy: 0.2768 - lr: 1.0000e-04 Epoch 86/200 511/512 [============================>.] - ETA: 0s - loss: 2.3165 - accuracy: 0.2320 Epoch 86: val_loss did not improve from 2.24746 512/512 [==============================] - 23s 45ms/step - loss: 2.3165 - accuracy: 0.2319 - val_loss: 2.3142 - val_accuracy: 0.2668 - lr: 1.0000e-04 Epoch 87/200 512/512 [==============================] - ETA: 0s - loss: 2.3188 - accuracy: 0.2332 Epoch 87: val_loss did not improve from 2.24746 512/512 [==============================] - 23s 45ms/step - loss: 2.3188 - accuracy: 0.2332 - val_loss: 2.2828 - val_accuracy: 0.2790 - lr: 1.0000e-04 Epoch 88/200 511/512 [============================>.] - ETA: 0s - loss: 2.3163 - accuracy: 0.2417 Epoch 88: val_loss did not improve from 2.24746 512/512 [==============================] - 23s 45ms/step - loss: 2.3162 - accuracy: 0.2415 - val_loss: 2.2521 - val_accuracy: 0.2634 - lr: 1.0000e-04 Epoch 89/200 512/512 [==============================] - ETA: 0s - loss: 2.3242 - accuracy: 0.2357 Epoch 89: val_loss did not improve from 2.24746 512/512 [==============================] - 26s 50ms/step - loss: 2.3242 - accuracy: 0.2357 - val_loss: 2.2813 - val_accuracy: 0.2590 - lr: 1.0000e-04 Epoch 90/200 512/512 [==============================] - ETA: 0s - loss: 2.3255 - accuracy: 0.2384 Epoch 90: val_loss did not improve from 2.24746 512/512 [==============================] - 23s 45ms/step - loss: 2.3255 - accuracy: 0.2384 - val_loss: 2.2976 - val_accuracy: 0.2746 - lr: 1.0000e-04 Epoch 91/200 512/512 [==============================] - ETA: 0s - loss: 2.3217 - accuracy: 0.2348 Epoch 91: val_loss improved from 2.24746 to 2.24088, saving model to model_cnn.h5 512/512 [==============================] - 23s 46ms/step - loss: 2.3217 - accuracy: 0.2348 - val_loss: 2.2409 - val_accuracy: 0.2751 - lr: 1.0000e-04 Epoch 92/200 512/512 [==============================] - ETA: 0s - loss: 2.3183 - accuracy: 0.2339 Epoch 92: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3183 - accuracy: 0.2339 - val_loss: 2.2803 - val_accuracy: 0.2519 - lr: 1.0000e-04 Epoch 93/200 512/512 [==============================] - ETA: 0s - loss: 2.3187 - accuracy: 0.2344 Epoch 93: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3187 - accuracy: 0.2344 - val_loss: 2.3088 - val_accuracy: 0.2609 - lr: 1.0000e-04 Epoch 94/200 512/512 [==============================] - ETA: 0s - loss: 2.3219 - accuracy: 0.2379 Epoch 94: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3219 - accuracy: 0.2379 - val_loss: 2.2611 - val_accuracy: 0.2817 - lr: 1.0000e-04 Epoch 95/200 511/512 [============================>.] - ETA: 0s - loss: 2.3173 - accuracy: 0.2387 Epoch 95: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3176 - accuracy: 0.2387 - val_loss: 2.2508 - val_accuracy: 0.2826 - lr: 1.0000e-04 Epoch 96/200 511/512 [============================>.] - ETA: 0s - loss: 2.3179 - accuracy: 0.2337 Epoch 96: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3177 - accuracy: 0.2337 - val_loss: 2.2642 - val_accuracy: 0.2643 - lr: 1.0000e-04 Epoch 97/200 511/512 [============================>.] - ETA: 0s - loss: 2.3146 - accuracy: 0.2407 Epoch 97: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3149 - accuracy: 0.2406 - val_loss: 2.3097 - val_accuracy: 0.2573 - lr: 1.0000e-04 Epoch 98/200 512/512 [==============================] - ETA: 0s - loss: 2.3155 - accuracy: 0.2376 Epoch 98: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3155 - accuracy: 0.2376 - val_loss: 2.3005 - val_accuracy: 0.2104 - lr: 1.0000e-04 Epoch 99/200 511/512 [============================>.] - ETA: 0s - loss: 2.3240 - accuracy: 0.2364 Epoch 99: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3246 - accuracy: 0.2363 - val_loss: 2.2696 - val_accuracy: 0.2604 - lr: 1.0000e-04 Epoch 100/200 511/512 [============================>.] - ETA: 0s - loss: 2.3163 - accuracy: 0.2357 Epoch 100: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3165 - accuracy: 0.2358 - val_loss: 2.2648 - val_accuracy: 0.2653 - lr: 1.0000e-04 Epoch 101/200 512/512 [==============================] - ETA: 0s - loss: 2.3191 - accuracy: 0.2360 Epoch 101: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3191 - accuracy: 0.2360 - val_loss: 2.2755 - val_accuracy: 0.2392 - lr: 1.0000e-04 Epoch 102/200 512/512 [==============================] - ETA: 0s - loss: 2.3201 - accuracy: 0.2315 Epoch 102: val_loss did not improve from 2.24088 512/512 [==============================] - 27s 52ms/step - loss: 2.3201 - accuracy: 0.2315 - val_loss: 2.2637 - val_accuracy: 0.2577 - lr: 1.0000e-04 Epoch 103/200 512/512 [==============================] - ETA: 0s - loss: 2.3070 - accuracy: 0.2400 Epoch 103: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3070 - accuracy: 0.2400 - val_loss: 2.2471 - val_accuracy: 0.2678 - lr: 1.0000e-04 Epoch 104/200 512/512 [==============================] - ETA: 0s - loss: 2.3111 - accuracy: 0.2406 Epoch 104: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3111 - accuracy: 0.2406 - val_loss: 2.2794 - val_accuracy: 0.2763 - lr: 1.0000e-04 Epoch 105/200 512/512 [==============================] - ETA: 0s - loss: 2.3128 - accuracy: 0.2390 Epoch 105: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3128 - accuracy: 0.2390 - val_loss: 2.2972 - val_accuracy: 0.2575 - lr: 1.0000e-04 Epoch 106/200 512/512 [==============================] - ETA: 0s - loss: 2.3199 - accuracy: 0.2365 Epoch 106: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3199 - accuracy: 0.2365 - val_loss: 2.2549 - val_accuracy: 0.2665 - lr: 1.0000e-04 Epoch 107/200 511/512 [============================>.] - ETA: 0s - loss: 2.3139 - accuracy: 0.2395 Epoch 107: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3140 - accuracy: 0.2394 - val_loss: 2.2984 - val_accuracy: 0.2680 - lr: 1.0000e-04 Epoch 108/200 511/512 [============================>.] - ETA: 0s - loss: 2.3178 - accuracy: 0.2388 Epoch 108: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3172 - accuracy: 0.2391 - val_loss: 2.2619 - val_accuracy: 0.2819 - lr: 1.0000e-04 Epoch 109/200 512/512 [==============================] - ETA: 0s - loss: 2.3143 - accuracy: 0.2357 Epoch 109: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3143 - accuracy: 0.2357 - val_loss: 2.2787 - val_accuracy: 0.2695 - lr: 1.0000e-04 Epoch 110/200 512/512 [==============================] - ETA: 0s - loss: 2.3147 - accuracy: 0.2370 Epoch 110: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3147 - accuracy: 0.2370 - val_loss: 2.2644 - val_accuracy: 0.2599 - lr: 1.0000e-04 Epoch 111/200 512/512 [==============================] - ETA: 0s - loss: 2.3131 - accuracy: 0.2405 Epoch 111: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3131 - accuracy: 0.2405 - val_loss: 2.2537 - val_accuracy: 0.2653 - lr: 1.0000e-04 Epoch 112/200 512/512 [==============================] - ETA: 0s - loss: 2.3059 - accuracy: 0.2441 Epoch 112: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3059 - accuracy: 0.2441 - val_loss: 2.2661 - val_accuracy: 0.2765 - lr: 1.0000e-04 Epoch 113/200 512/512 [==============================] - ETA: 0s - loss: 2.3158 - accuracy: 0.2401 Epoch 113: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3158 - accuracy: 0.2401 - val_loss: 2.2830 - val_accuracy: 0.2617 - lr: 1.0000e-04 Epoch 114/200 512/512 [==============================] - ETA: 0s - loss: 2.3180 - accuracy: 0.2378 Epoch 114: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3180 - accuracy: 0.2378 - val_loss: 2.3016 - val_accuracy: 0.2614 - lr: 1.0000e-04 Epoch 115/200 512/512 [==============================] - ETA: 0s - loss: 2.3155 - accuracy: 0.2403 Epoch 115: val_loss did not improve from 2.24088 512/512 [==============================] - 26s 50ms/step - loss: 2.3155 - accuracy: 0.2403 - val_loss: 2.2647 - val_accuracy: 0.2592 - lr: 1.0000e-04 Epoch 116/200 512/512 [==============================] - ETA: 0s - loss: 2.3095 - accuracy: 0.2382 Epoch 116: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3095 - accuracy: 0.2382 - val_loss: 2.2464 - val_accuracy: 0.2758 - lr: 1.0000e-04 Epoch 117/200 512/512 [==============================] - ETA: 0s - loss: 2.3164 - accuracy: 0.2371 Epoch 117: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3164 - accuracy: 0.2371 - val_loss: 2.2597 - val_accuracy: 0.2487 - lr: 1.0000e-04 Epoch 118/200 512/512 [==============================] - ETA: 0s - loss: 2.3187 - accuracy: 0.2384 Epoch 118: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3187 - accuracy: 0.2384 - val_loss: 2.3197 - val_accuracy: 0.2473 - lr: 1.0000e-04 Epoch 119/200 512/512 [==============================] - ETA: 0s - loss: 2.3118 - accuracy: 0.2386 Epoch 119: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3118 - accuracy: 0.2386 - val_loss: 2.2900 - val_accuracy: 0.2682 - lr: 1.0000e-04 Epoch 120/200 512/512 [==============================] - ETA: 0s - loss: 2.3102 - accuracy: 0.2406 Epoch 120: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3102 - accuracy: 0.2406 - val_loss: 2.2653 - val_accuracy: 0.2858 - lr: 1.0000e-04 Epoch 121/200 511/512 [============================>.] - ETA: 0s - loss: 2.3118 - accuracy: 0.2391 Epoch 121: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3122 - accuracy: 0.2391 - val_loss: 2.2809 - val_accuracy: 0.2717 - lr: 1.0000e-04 Epoch 122/200 511/512 [============================>.] - ETA: 0s - loss: 2.3150 - accuracy: 0.2356 Epoch 122: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 45ms/step - loss: 2.3145 - accuracy: 0.2359 - val_loss: 2.2492 - val_accuracy: 0.2700 - lr: 1.0000e-04 Epoch 123/200 512/512 [==============================] - ETA: 0s - loss: 2.3172 - accuracy: 0.2344 Epoch 123: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3172 - accuracy: 0.2344 - val_loss: 2.2605 - val_accuracy: 0.2846 - lr: 1.0000e-04 Epoch 124/200 511/512 [============================>.] - ETA: 0s - loss: 2.3143 - accuracy: 0.2431 Epoch 124: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3140 - accuracy: 0.2432 - val_loss: 2.2651 - val_accuracy: 0.2509 - lr: 1.0000e-04 Epoch 125/200 511/512 [============================>.] - ETA: 0s - loss: 2.3221 - accuracy: 0.2335 Epoch 125: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3218 - accuracy: 0.2335 - val_loss: 2.2415 - val_accuracy: 0.2778 - lr: 1.0000e-04 Epoch 126/200 511/512 [============================>.] - ETA: 0s - loss: 2.3097 - accuracy: 0.2423 Epoch 126: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3097 - accuracy: 0.2423 - val_loss: 2.2575 - val_accuracy: 0.2687 - lr: 1.0000e-04 Epoch 127/200 512/512 [==============================] - ETA: 0s - loss: 2.3092 - accuracy: 0.2382 Epoch 127: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3092 - accuracy: 0.2382 - val_loss: 2.2691 - val_accuracy: 0.2646 - lr: 1.0000e-04 Epoch 128/200 512/512 [==============================] - ETA: 0s - loss: 2.3138 - accuracy: 0.2388 Epoch 128: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3138 - accuracy: 0.2388 - val_loss: 2.2457 - val_accuracy: 0.2775 - lr: 1.0000e-04 Epoch 129/200 511/512 [============================>.] - ETA: 0s - loss: 2.3029 - accuracy: 0.2451 Epoch 129: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3027 - accuracy: 0.2451 - val_loss: 2.2447 - val_accuracy: 0.2817 - lr: 1.0000e-04 Epoch 130/200 511/512 [============================>.] - ETA: 0s - loss: 2.3075 - accuracy: 0.2447 Epoch 130: val_loss did not improve from 2.24088 512/512 [==============================] - 26s 51ms/step - loss: 2.3077 - accuracy: 0.2446 - val_loss: 2.2497 - val_accuracy: 0.2739 - lr: 1.0000e-04 Epoch 131/200 512/512 [==============================] - ETA: 0s - loss: 2.3077 - accuracy: 0.2375 Epoch 131: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3077 - accuracy: 0.2375 - val_loss: 2.2462 - val_accuracy: 0.2714 - lr: 1.0000e-04 Epoch 132/200 511/512 [============================>.] - ETA: 0s - loss: 2.3170 - accuracy: 0.2382 Epoch 132: val_loss did not improve from 2.24088 512/512 [==============================] - 24s 46ms/step - loss: 2.3171 - accuracy: 0.2380 - val_loss: 2.2416 - val_accuracy: 0.2663 - lr: 1.0000e-04 Epoch 133/200 511/512 [============================>.] - ETA: 0s - loss: 2.3120 - accuracy: 0.2376 Epoch 133: val_loss did not improve from 2.24088 512/512 [==============================] - 23s 46ms/step - loss: 2.3116 - accuracy: 0.2376 - val_loss: 2.2636 - val_accuracy: 0.2836 - lr: 1.0000e-04 Epoch 134/200 511/512 [============================>.] - ETA: 0s - loss: 2.3045 - accuracy: 0.2388 Epoch 134: val_loss improved from 2.24088 to 2.23818, saving model to model_cnn.h5 512/512 [==============================] - 24s 46ms/step - loss: 2.3043 - accuracy: 0.2389 - val_loss: 2.2382 - val_accuracy: 0.2768 - lr: 1.0000e-04 Epoch 135/200 512/512 [==============================] - ETA: 0s - loss: 2.3125 - accuracy: 0.2423 Epoch 135: val_loss improved from 2.23818 to 2.23618, saving model to model_cnn.h5 512/512 [==============================] - 24s 46ms/step - loss: 2.3125 - accuracy: 0.2423 - val_loss: 2.2362 - val_accuracy: 0.2717 - lr: 1.0000e-04 Epoch 136/200 512/512 [==============================] - ETA: 0s - loss: 2.3105 - accuracy: 0.2359 Epoch 136: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3105 - accuracy: 0.2359 - val_loss: 2.2811 - val_accuracy: 0.2775 - lr: 1.0000e-04 Epoch 137/200 511/512 [============================>.] - ETA: 0s - loss: 2.3117 - accuracy: 0.2390 Epoch 137: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3118 - accuracy: 0.2390 - val_loss: 2.2452 - val_accuracy: 0.2785 - lr: 1.0000e-04 Epoch 138/200 511/512 [============================>.] - ETA: 0s - loss: 2.3033 - accuracy: 0.2409 Epoch 138: val_loss did not improve from 2.23618 512/512 [==============================] - 23s 46ms/step - loss: 2.3036 - accuracy: 0.2407 - val_loss: 2.2799 - val_accuracy: 0.2595 - lr: 1.0000e-04 Epoch 139/200 511/512 [============================>.] - ETA: 0s - loss: 2.3110 - accuracy: 0.2423 Epoch 139: val_loss did not improve from 2.23618 512/512 [==============================] - 23s 46ms/step - loss: 2.3104 - accuracy: 0.2426 - val_loss: 2.2402 - val_accuracy: 0.2836 - lr: 1.0000e-04 Epoch 140/200 512/512 [==============================] - ETA: 0s - loss: 2.3044 - accuracy: 0.2411 Epoch 140: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3044 - accuracy: 0.2411 - val_loss: 2.2730 - val_accuracy: 0.2741 - lr: 1.0000e-04 Epoch 141/200 512/512 [==============================] - ETA: 0s - loss: 2.3057 - accuracy: 0.2407 Epoch 141: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3057 - accuracy: 0.2407 - val_loss: 2.2608 - val_accuracy: 0.2634 - lr: 1.0000e-04 Epoch 142/200 512/512 [==============================] - ETA: 0s - loss: 2.3132 - accuracy: 0.2403 Epoch 142: val_loss did not improve from 2.23618 512/512 [==============================] - 23s 46ms/step - loss: 2.3132 - accuracy: 0.2403 - val_loss: 2.2641 - val_accuracy: 0.2775 - lr: 1.0000e-04 Epoch 143/200 511/512 [============================>.] - ETA: 0s - loss: 2.3184 - accuracy: 0.2323 Epoch 143: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3182 - accuracy: 0.2324 - val_loss: 2.2710 - val_accuracy: 0.2812 - lr: 1.0000e-04 Epoch 144/200 511/512 [============================>.] - ETA: 0s - loss: 2.3090 - accuracy: 0.2413 Epoch 144: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3095 - accuracy: 0.2412 - val_loss: 2.3105 - val_accuracy: 0.2255 - lr: 1.0000e-04 Epoch 145/200 512/512 [==============================] - ETA: 0s - loss: 2.3064 - accuracy: 0.2419 Epoch 145: val_loss did not improve from 2.23618 512/512 [==============================] - 23s 46ms/step - loss: 2.3064 - accuracy: 0.2419 - val_loss: 2.3432 - val_accuracy: 0.2624 - lr: 1.0000e-04 Epoch 146/200 512/512 [==============================] - ETA: 0s - loss: 2.3084 - accuracy: 0.2395 Epoch 146: val_loss did not improve from 2.23618 512/512 [==============================] - 23s 46ms/step - loss: 2.3084 - accuracy: 0.2395 - val_loss: 2.2555 - val_accuracy: 0.2660 - lr: 1.0000e-04 Epoch 147/200 511/512 [============================>.] - ETA: 0s - loss: 2.3132 - accuracy: 0.2385 Epoch 147: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3131 - accuracy: 0.2384 - val_loss: 2.2730 - val_accuracy: 0.2700 - lr: 1.0000e-04 Epoch 148/200 512/512 [==============================] - ETA: 0s - loss: 2.3110 - accuracy: 0.2351 Epoch 148: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3110 - accuracy: 0.2351 - val_loss: 2.3045 - val_accuracy: 0.2736 - lr: 1.0000e-04 Epoch 149/200 511/512 [============================>.] - ETA: 0s - loss: 2.3083 - accuracy: 0.2398 Epoch 149: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3081 - accuracy: 0.2400 - val_loss: 2.2536 - val_accuracy: 0.2753 - lr: 1.0000e-04 Epoch 150/200 512/512 [==============================] - ETA: 0s - loss: 2.3124 - accuracy: 0.2413 Epoch 150: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3124 - accuracy: 0.2413 - val_loss: 2.2658 - val_accuracy: 0.2465 - lr: 1.0000e-04 Epoch 151/200 511/512 [============================>.] - ETA: 0s - loss: 2.3149 - accuracy: 0.2396 Epoch 151: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3150 - accuracy: 0.2395 - val_loss: 2.2554 - val_accuracy: 0.2646 - lr: 1.0000e-04 Epoch 152/200 512/512 [==============================] - ETA: 0s - loss: 2.3081 - accuracy: 0.2406 Epoch 152: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3081 - accuracy: 0.2406 - val_loss: 2.2644 - val_accuracy: 0.2792 - lr: 1.0000e-04 Epoch 153/200 511/512 [============================>.] - ETA: 0s - loss: 2.3126 - accuracy: 0.2385 Epoch 153: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3124 - accuracy: 0.2385 - val_loss: 2.2551 - val_accuracy: 0.2575 - lr: 1.0000e-04 Epoch 154/200 512/512 [==============================] - ETA: 0s - loss: 2.3092 - accuracy: 0.2428 Epoch 154: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3092 - accuracy: 0.2428 - val_loss: 2.2633 - val_accuracy: 0.2878 - lr: 1.0000e-04 Epoch 155/200 512/512 [==============================] - ETA: 0s - loss: 2.3122 - accuracy: 0.2392 Epoch 155: val_loss did not improve from 2.23618 512/512 [==============================] - 25s 48ms/step - loss: 2.3122 - accuracy: 0.2392 - val_loss: 2.2746 - val_accuracy: 0.2746 - lr: 1.0000e-04 Epoch 156/200 511/512 [============================>.] - ETA: 0s - loss: 2.3048 - accuracy: 0.2423 Epoch 156: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3051 - accuracy: 0.2421 - val_loss: 2.2691 - val_accuracy: 0.2717 - lr: 1.0000e-04 Epoch 157/200 512/512 [==============================] - ETA: 0s - loss: 2.3093 - accuracy: 0.2393 Epoch 157: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3093 - accuracy: 0.2393 - val_loss: 2.2394 - val_accuracy: 0.2900 - lr: 1.0000e-04 Epoch 158/200 511/512 [============================>.] - ETA: 0s - loss: 2.3067 - accuracy: 0.2423 Epoch 158: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3068 - accuracy: 0.2422 - val_loss: 2.2649 - val_accuracy: 0.2858 - lr: 1.0000e-04 Epoch 159/200 512/512 [==============================] - ETA: 0s - loss: 2.3092 - accuracy: 0.2407 Epoch 159: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3092 - accuracy: 0.2407 - val_loss: 2.2624 - val_accuracy: 0.2814 - lr: 1.0000e-04 Epoch 160/200 511/512 [============================>.] - ETA: 0s - loss: 2.3061 - accuracy: 0.2417 Epoch 160: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 48ms/step - loss: 2.3063 - accuracy: 0.2416 - val_loss: 2.2803 - val_accuracy: 0.2751 - lr: 1.0000e-04 Epoch 161/200 512/512 [==============================] - ETA: 0s - loss: 2.3076 - accuracy: 0.2432 Epoch 161: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3076 - accuracy: 0.2432 - val_loss: 2.2486 - val_accuracy: 0.2753 - lr: 1.0000e-04 Epoch 162/200 511/512 [============================>.] - ETA: 0s - loss: 2.3079 - accuracy: 0.2405 Epoch 162: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3075 - accuracy: 0.2407 - val_loss: 2.3205 - val_accuracy: 0.2426 - lr: 1.0000e-04 Epoch 163/200 512/512 [==============================] - ETA: 0s - loss: 2.3131 - accuracy: 0.2363 Epoch 163: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3131 - accuracy: 0.2363 - val_loss: 2.2679 - val_accuracy: 0.2778 - lr: 1.0000e-04 Epoch 164/200 511/512 [============================>.] - ETA: 0s - loss: 2.3036 - accuracy: 0.2410 Epoch 164: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 46ms/step - loss: 2.3042 - accuracy: 0.2409 - val_loss: 2.2847 - val_accuracy: 0.2665 - lr: 1.0000e-04 Epoch 165/200 512/512 [==============================] - ETA: 0s - loss: 2.3052 - accuracy: 0.2404 Epoch 165: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3052 - accuracy: 0.2404 - val_loss: 2.2563 - val_accuracy: 0.2824 - lr: 1.0000e-04 Epoch 166/200 511/512 [============================>.] - ETA: 0s - loss: 2.3122 - accuracy: 0.2413 Epoch 166: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3124 - accuracy: 0.2411 - val_loss: 2.2421 - val_accuracy: 0.2809 - lr: 1.0000e-04 Epoch 167/200 512/512 [==============================] - ETA: 0s - loss: 2.3110 - accuracy: 0.2426 Epoch 167: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3110 - accuracy: 0.2426 - val_loss: 2.2458 - val_accuracy: 0.2714 - lr: 1.0000e-04 Epoch 168/200 511/512 [============================>.] - ETA: 0s - loss: 2.3059 - accuracy: 0.2374 Epoch 168: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3056 - accuracy: 0.2376 - val_loss: 2.2504 - val_accuracy: 0.2785 - lr: 1.0000e-04 Epoch 169/200 511/512 [============================>.] - ETA: 0s - loss: 2.3025 - accuracy: 0.2383 Epoch 169: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 48ms/step - loss: 2.3029 - accuracy: 0.2383 - val_loss: 2.2593 - val_accuracy: 0.2790 - lr: 1.0000e-04 Epoch 170/200 512/512 [==============================] - ETA: 0s - loss: 2.3068 - accuracy: 0.2405 Epoch 170: val_loss did not improve from 2.23618 512/512 [==============================] - 27s 52ms/step - loss: 2.3068 - accuracy: 0.2405 - val_loss: 2.2887 - val_accuracy: 0.2685 - lr: 1.0000e-04 Epoch 171/200 511/512 [============================>.] - ETA: 0s - loss: 2.3136 - accuracy: 0.2341 Epoch 171: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3139 - accuracy: 0.2341 - val_loss: 2.2947 - val_accuracy: 0.2690 - lr: 1.0000e-04 Epoch 172/200 512/512 [==============================] - ETA: 0s - loss: 2.3044 - accuracy: 0.2406 Epoch 172: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3044 - accuracy: 0.2406 - val_loss: 2.2739 - val_accuracy: 0.2844 - lr: 1.0000e-04 Epoch 173/200 512/512 [==============================] - ETA: 0s - loss: 2.3003 - accuracy: 0.2382 Epoch 173: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3003 - accuracy: 0.2382 - val_loss: 2.2473 - val_accuracy: 0.2792 - lr: 1.0000e-04 Epoch 174/200 511/512 [============================>.] - ETA: 0s - loss: 2.3111 - accuracy: 0.2413 Epoch 174: val_loss did not improve from 2.23618 512/512 [==============================] - 24s 47ms/step - loss: 2.3116 - accuracy: 0.2409 - val_loss: 2.2574 - val_accuracy: 0.2761 - lr: 1.0000e-04 Epoch 175/200 512/512 [==============================] - ETA: 0s - loss: 2.3085 - accuracy: 0.2402 Epoch 175: val_loss did not improve from 2.23618 512/512 [==============================] - 25s 48ms/step - loss: 2.3085 - accuracy: 0.2402 - val_loss: 2.2737 - val_accuracy: 0.2351 - lr: 1.0000e-04 Epoch 176/200 512/512 [==============================] - ETA: 0s - loss: 2.3077 - accuracy: 0.2381 Epoch 176: val_loss improved from 2.23618 to 2.23322, saving model to model_cnn.h5 512/512 [==============================] - 24s 48ms/step - loss: 2.3077 - accuracy: 0.2381 - val_loss: 2.2332 - val_accuracy: 0.2817 - lr: 1.0000e-04 Epoch 177/200 511/512 [============================>.] - ETA: 0s - loss: 2.3064 - accuracy: 0.2358 Epoch 177: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3064 - accuracy: 0.2359 - val_loss: 2.2538 - val_accuracy: 0.2856 - lr: 1.0000e-04 Epoch 178/200 512/512 [==============================] - ETA: 0s - loss: 2.3102 - accuracy: 0.2384 Epoch 178: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3102 - accuracy: 0.2384 - val_loss: 2.2423 - val_accuracy: 0.2756 - lr: 1.0000e-04 Epoch 179/200 512/512 [==============================] - ETA: 0s - loss: 2.3120 - accuracy: 0.2385 Epoch 179: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3120 - accuracy: 0.2385 - val_loss: 2.2515 - val_accuracy: 0.2497 - lr: 1.0000e-04 Epoch 180/200 511/512 [============================>.] - ETA: 0s - loss: 2.3072 - accuracy: 0.2417 Epoch 180: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.3077 - accuracy: 0.2414 - val_loss: 2.2579 - val_accuracy: 0.2795 - lr: 1.0000e-04 Epoch 181/200 511/512 [============================>.] - ETA: 0s - loss: 2.3073 - accuracy: 0.2388 Epoch 181: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 48ms/step - loss: 2.3071 - accuracy: 0.2389 - val_loss: 2.2604 - val_accuracy: 0.2848 - lr: 1.0000e-04 Epoch 182/200 512/512 [==============================] - ETA: 0s - loss: 2.3064 - accuracy: 0.2420 Epoch 182: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3064 - accuracy: 0.2420 - val_loss: 2.2481 - val_accuracy: 0.2751 - lr: 1.0000e-04 Epoch 183/200 511/512 [============================>.] - ETA: 0s - loss: 2.3067 - accuracy: 0.2410 Epoch 183: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.3067 - accuracy: 0.2411 - val_loss: 2.2344 - val_accuracy: 0.2697 - lr: 1.0000e-04 Epoch 184/200 512/512 [==============================] - ETA: 0s - loss: 2.3036 - accuracy: 0.2415 Epoch 184: val_loss did not improve from 2.23322 512/512 [==============================] - 27s 52ms/step - loss: 2.3036 - accuracy: 0.2415 - val_loss: 2.3116 - val_accuracy: 0.2609 - lr: 1.0000e-04 Epoch 185/200 512/512 [==============================] - ETA: 0s - loss: 2.3070 - accuracy: 0.2385 Epoch 185: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 48ms/step - loss: 2.3070 - accuracy: 0.2385 - val_loss: 2.2893 - val_accuracy: 0.2341 - lr: 1.0000e-04 Epoch 186/200 512/512 [==============================] - ETA: 0s - loss: 2.3082 - accuracy: 0.2397 Epoch 186: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3082 - accuracy: 0.2397 - val_loss: 2.3398 - val_accuracy: 0.2382 - lr: 1.0000e-04 Epoch 187/200 511/512 [============================>.] - ETA: 0s - loss: 2.3090 - accuracy: 0.2413 Epoch 187: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.3089 - accuracy: 0.2412 - val_loss: 2.2687 - val_accuracy: 0.2758 - lr: 1.0000e-04 Epoch 188/200 512/512 [==============================] - ETA: 0s - loss: 2.3097 - accuracy: 0.2342 Epoch 188: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3097 - accuracy: 0.2342 - val_loss: 2.2547 - val_accuracy: 0.2553 - lr: 1.0000e-04 Epoch 189/200 511/512 [============================>.] - ETA: 0s - loss: 2.3029 - accuracy: 0.2404 Epoch 189: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.3027 - accuracy: 0.2406 - val_loss: 2.2757 - val_accuracy: 0.2631 - lr: 1.0000e-04 Epoch 190/200 511/512 [============================>.] - ETA: 0s - loss: 2.3014 - accuracy: 0.2425 Epoch 190: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3013 - accuracy: 0.2425 - val_loss: 2.2624 - val_accuracy: 0.2758 - lr: 1.0000e-04 Epoch 191/200 512/512 [==============================] - ETA: 0s - loss: 2.3103 - accuracy: 0.2376 Epoch 191: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.3103 - accuracy: 0.2376 - val_loss: 2.2658 - val_accuracy: 0.2756 - lr: 1.0000e-04 Epoch 192/200 512/512 [==============================] - ETA: 0s - loss: 2.3084 - accuracy: 0.2402 Epoch 192: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 47ms/step - loss: 2.3084 - accuracy: 0.2402 - val_loss: 2.3971 - val_accuracy: 0.2319 - lr: 1.0000e-04 Epoch 193/200 511/512 [============================>.] - ETA: 0s - loss: 2.3013 - accuracy: 0.2383 Epoch 193: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 48ms/step - loss: 2.3013 - accuracy: 0.2382 - val_loss: 2.2790 - val_accuracy: 0.2800 - lr: 1.0000e-04 Epoch 194/200 512/512 [==============================] - ETA: 0s - loss: 2.3036 - accuracy: 0.2422 Epoch 194: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 49ms/step - loss: 2.3036 - accuracy: 0.2422 - val_loss: 2.2600 - val_accuracy: 0.2453 - lr: 1.0000e-04 Epoch 195/200 512/512 [==============================] - ETA: 0s - loss: 2.3070 - accuracy: 0.2407 Epoch 195: val_loss did not improve from 2.23322 512/512 [==============================] - 26s 50ms/step - loss: 2.3070 - accuracy: 0.2407 - val_loss: 2.2348 - val_accuracy: 0.2890 - lr: 1.0000e-04 Epoch 196/200 512/512 [==============================] - ETA: 0s - loss: 2.3073 - accuracy: 0.2391 Epoch 196: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.3073 - accuracy: 0.2391 - val_loss: 2.2806 - val_accuracy: 0.2826 - lr: 1.0000e-04 Epoch 197/200 512/512 [==============================] - ETA: 0s - loss: 2.3072 - accuracy: 0.2414 Epoch 197: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 48ms/step - loss: 2.3072 - accuracy: 0.2414 - val_loss: 2.3262 - val_accuracy: 0.2599 - lr: 1.0000e-04 Epoch 198/200 512/512 [==============================] - ETA: 0s - loss: 2.3095 - accuracy: 0.2382 Epoch 198: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 48ms/step - loss: 2.3095 - accuracy: 0.2382 - val_loss: 2.2767 - val_accuracy: 0.2692 - lr: 1.0000e-04 Epoch 199/200 512/512 [==============================] - ETA: 0s - loss: 2.2994 - accuracy: 0.2448 Epoch 199: val_loss did not improve from 2.23322 512/512 [==============================] - 25s 48ms/step - loss: 2.2994 - accuracy: 0.2448 - val_loss: 2.3137 - val_accuracy: 0.2646 - lr: 1.0000e-04 Epoch 200/200 512/512 [==============================] - ETA: 0s - loss: 2.3102 - accuracy: 0.2390 Epoch 200: val_loss did not improve from 2.23322 512/512 [==============================] - 24s 48ms/step - loss: 2.3102 - accuracy: 0.2390 - val_loss: 2.2436 - val_accuracy: 0.2875 - lr: 1.0000e-04
In [ ]:
#model = load_model('../output/kaggle/working/model.h5')
final_loss, final_accuracy = model.evaluate(X_val, Y_val)
print('Final Loss: {}, Final Accuracy: {}'.format(final_loss, final_accuracy))
In [ ]:
Y_pred = model.predict(X_val)
Y_pred = np.argmax(Y_pred, axis=1)
Y_true = np.argmax(Y_val, axis=1)
cm = confusion_matrix(Y_true, Y_pred)
plt.figure(figsize=(12, 12))
ax = sns.heatmap(cm, cmap=plt.cm.Greens, annot=True, square=True, xticklabels=plant_train_type, yticklabels=plant_train_type)
ax.set_ylabel('Actual', fontsize=40)
ax.set_xlabel('Predicted', fontsize=40)
In [ ]:
from sklearn.metrics import classification_report
print(classification_report(Y_true, Y_pred, target_names=plant_train_type))
In [ ]:
# accuracy plot
plt.plot(hist.history['accuracy'])
plt.plot(hist.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# loss plot
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
In [ ]:
# making prediction from an image
from skimage import io
from tensorflow.keras.utils import load_img, img_to_array
# from keras.utils import image
img = load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(64, 64))
show_img=load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(200, 200))
x = img_to_array(img)
x = np.expand_dims(x, axis = 0)
x /= 255
custom = model.predict(x)
print(custom[0])
plt.imshow(show_img)
plt.show()
a=custom[0]
ind=np.argmax(a)
print('Prediction:',plant_train_type[ind])
Model 4 - Xception¶
In [ ]:
# import numpy as np
# import pandas as pd
# import matplotlib.pyplot as plt
# %matplotlib inline
# import seaborn as sns
# import cv2
# import os
# from tqdm import tqdm
# from sklearn.metrics import confusion_matrix
# from sklearn.model_selection import train_test_split
# from keras.utils.np_utils import to_categorical
# from keras.models import Model,Sequential, Input, load_model
# from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization, AveragePooling2D, GlobalAveragePooling2D
# from tensorflow.keras.optimizers import Adam
# from keras.preprocessing.image import ImageDataGenerator
# from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau
# from tensorflow.keras.applications import NASNetMobile
from tensorflow.keras.applications import Xception
In [ ]:
EPOCHS = 200
SIZE=64
N_ch=3
BATCH_SIZE = 32
In [ ]:
def build_xception():
xception = Xception(weights='imagenet', include_top=False)
input = Input(shape=(SIZE, SIZE, N_ch))
x = Conv2D(3, (3, 3), padding='same')(input)
x = xception(x)
x = GlobalAveragePooling2D()(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
x = Dense(256, activation='relu')(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
# multi output
output = Dense(15,activation = 'softmax', name='root')(x)
# model
model = Model(input,output)
optimizer = Adam(lr=0.002, beta_1=0.9, beta_2=0.999, epsilon=0.1, decay=0.0)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])
model.summary()
return model
In [ ]:
model = build_xception()
annealer = ReduceLROnPlateau(monitor='val_accuracy', factor=0.5, patience=5, verbose=1, min_lr=1e-3)
checkpoint = ModelCheckpoint('xception.h5', verbose=1, save_best_only=True)
# Generates batches of image data with data augmentation
datagen = ImageDataGenerator(rotation_range=360, # Degree range for random rotations
width_shift_range=0.2, # Range for random horizontal shifts
height_shift_range=0.2, # Range for random vertical shifts
zoom_range=0.2, # Range for random zoom
horizontal_flip=True, # Randomly flip inputs horizontally
vertical_flip=True) # Randomly flip inputs vertically
datagen.fit(X_train)
# Fits the model on batches with real-time data augmentation
hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
steps_per_epoch=X_train.shape[0] // BATCH_SIZE,
epochs=100,
verbose=2,
callbacks=[annealer, checkpoint],
validation_data=(X_val, Y_val))
Model: "model_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_18 (InputLayer) [(None, 64, 64, 3)] 0
conv2d_1437 (Conv2D) (None, 64, 64, 3) 84
xception (Functional) (None, None, None, 2048) 20861480
global_average_pooling2d_1 (None, 2048) 0
(GlobalAveragePooling2D)
batch_normalization_1431 (B (None, 2048) 8192
atchNormalization)
dropout_2 (Dropout) (None, 2048) 0
dense_1 (Dense) (None, 256) 524544
batch_normalization_1432 (B (None, 256) 1024
atchNormalization)
dropout_3 (Dropout) (None, 256) 0
root (Dense) (None, 15) 3855
=================================================================
Total params: 21,399,179
Trainable params: 21,340,043
Non-trainable params: 59,136
_________________________________________________________________
/usr/local/lib/python3.8/dist-packages/keras/optimizers/optimizer_v2/adam.py:110: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead. super(Adam, self).__init__(name, **kwargs)
Epoch 1/100
<ipython-input-42-f21d9dbcff35>:14: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
Epoch 1: val_loss improved from inf to 2.44314, saving model to xception.h5 512/512 - 41s - loss: 3.2643 - accuracy: 0.1170 - val_loss: 2.4431 - val_accuracy: 0.2477 - lr: 0.0020 - 41s/epoch - 80ms/step Epoch 2/100 Epoch 2: val_loss did not improve from 2.44314 512/512 - 33s - loss: 2.2365 - accuracy: 0.3302 - val_loss: 2.8842 - val_accuracy: 0.2970 - lr: 0.0020 - 33s/epoch - 64ms/step Epoch 3/100 Epoch 3: val_loss improved from 2.44314 to 1.31513, saving model to xception.h5 512/512 - 34s - loss: 1.5769 - accuracy: 0.4820 - val_loss: 1.3151 - val_accuracy: 0.5494 - lr: 0.0020 - 34s/epoch - 67ms/step Epoch 4/100 Epoch 4: val_loss improved from 1.31513 to 1.17684, saving model to xception.h5 512/512 - 34s - loss: 1.2871 - accuracy: 0.5471 - val_loss: 1.1768 - val_accuracy: 0.5621 - lr: 0.0020 - 34s/epoch - 67ms/step Epoch 5/100 Epoch 5: val_loss improved from 1.17684 to 1.06999, saving model to xception.h5 512/512 - 33s - loss: 1.1274 - accuracy: 0.5840 - val_loss: 1.0700 - val_accuracy: 0.6144 - lr: 0.0020 - 33s/epoch - 64ms/step Epoch 6/100 Epoch 6: val_loss did not improve from 1.06999 512/512 - 32s - loss: 1.0500 - accuracy: 0.6002 - val_loss: 1.4779 - val_accuracy: 0.5365 - lr: 0.0020 - 32s/epoch - 62ms/step Epoch 7/100 Epoch 7: val_loss improved from 1.06999 to 0.91471, saving model to xception.h5 512/512 - 33s - loss: 0.9850 - accuracy: 0.6140 - val_loss: 0.9147 - val_accuracy: 0.6268 - lr: 0.0020 - 33s/epoch - 64ms/step Epoch 8/100 Epoch 8: val_loss did not improve from 0.91471 512/512 - 32s - loss: 0.9354 - accuracy: 0.6288 - val_loss: 1.0586 - val_accuracy: 0.6285 - lr: 0.0020 - 32s/epoch - 63ms/step Epoch 9/100 Epoch 9: val_loss did not improve from 0.91471 512/512 - 32s - loss: 0.9018 - accuracy: 0.6332 - val_loss: 1.0322 - val_accuracy: 0.6312 - lr: 0.0020 - 32s/epoch - 62ms/step Epoch 10/100 Epoch 10: val_loss did not improve from 0.91471 512/512 - 31s - loss: 0.8753 - accuracy: 0.6441 - val_loss: 1.0191 - val_accuracy: 0.6363 - lr: 0.0020 - 31s/epoch - 61ms/step Epoch 11/100 Epoch 11: val_loss did not improve from 0.91471 512/512 - 31s - loss: 0.8574 - accuracy: 0.6431 - val_loss: 0.9926 - val_accuracy: 0.6402 - lr: 0.0020 - 31s/epoch - 61ms/step Epoch 12/100 Epoch 12: val_loss did not improve from 0.91471 512/512 - 32s - loss: 0.8264 - accuracy: 0.6504 - val_loss: 1.3117 - val_accuracy: 0.5299 - lr: 0.0020 - 32s/epoch - 62ms/step Epoch 13/100 Epoch 13: val_loss did not improve from 0.91471 512/512 - 33s - loss: 0.8208 - accuracy: 0.6526 - val_loss: 0.9424 - val_accuracy: 0.6749 - lr: 0.0020 - 33s/epoch - 64ms/step Epoch 14/100 Epoch 14: val_loss improved from 0.91471 to 0.74134, saving model to xception.h5 512/512 - 34s - loss: 0.8017 - accuracy: 0.6616 - val_loss: 0.7413 - val_accuracy: 0.6720 - lr: 0.0020 - 34s/epoch - 66ms/step Epoch 15/100 Epoch 15: val_loss did not improve from 0.74134 512/512 - 31s - loss: 0.7832 - accuracy: 0.6634 - val_loss: 1.0174 - val_accuracy: 0.6080 - lr: 0.0020 - 31s/epoch - 61ms/step Epoch 16/100 Epoch 16: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.7846 - accuracy: 0.6625 - val_loss: 0.8280 - val_accuracy: 0.6947 - lr: 0.0020 - 33s/epoch - 64ms/step Epoch 17/100 Epoch 17: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.7652 - accuracy: 0.6653 - val_loss: 0.8901 - val_accuracy: 0.6432 - lr: 0.0020 - 32s/epoch - 63ms/step Epoch 18/100 Epoch 18: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.7500 - accuracy: 0.6724 - val_loss: 0.8810 - val_accuracy: 0.6583 - lr: 0.0020 - 33s/epoch - 65ms/step Epoch 19/100 Epoch 19: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.7535 - accuracy: 0.6728 - val_loss: 0.9818 - val_accuracy: 0.6283 - lr: 0.0020 - 33s/epoch - 65ms/step Epoch 20/100 Epoch 20: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.7389 - accuracy: 0.6741 - val_loss: 0.7839 - val_accuracy: 0.6754 - lr: 0.0020 - 32s/epoch - 63ms/step Epoch 21/100 Epoch 21: ReduceLROnPlateau reducing learning rate to 0.0010000000474974513. Epoch 21: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.7436 - accuracy: 0.6725 - val_loss: 0.9215 - val_accuracy: 0.6846 - lr: 0.0020 - 32s/epoch - 63ms/step Epoch 22/100 Epoch 22: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.7117 - accuracy: 0.6829 - val_loss: 0.8856 - val_accuracy: 0.6732 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 23/100 Epoch 23: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.7078 - accuracy: 0.6821 - val_loss: 0.7458 - val_accuracy: 0.7054 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 24/100 Epoch 24: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.7045 - accuracy: 0.6798 - val_loss: 0.7992 - val_accuracy: 0.6934 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 25/100 Epoch 25: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6956 - accuracy: 0.6872 - val_loss: 0.7935 - val_accuracy: 0.6776 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 26/100 Epoch 26: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6879 - accuracy: 0.6875 - val_loss: 0.8707 - val_accuracy: 0.6742 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 27/100 Epoch 27: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6909 - accuracy: 0.6897 - val_loss: 0.8905 - val_accuracy: 0.6844 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 28/100 Epoch 28: val_loss did not improve from 0.74134 512/512 - 34s - loss: 0.6819 - accuracy: 0.6889 - val_loss: 0.8350 - val_accuracy: 0.6734 - lr: 0.0010 - 34s/epoch - 65ms/step Epoch 29/100 Epoch 29: val_loss did not improve from 0.74134 512/512 - 34s - loss: 0.6916 - accuracy: 0.6880 - val_loss: 0.7693 - val_accuracy: 0.6956 - lr: 0.0010 - 34s/epoch - 65ms/step Epoch 30/100 Epoch 30: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6883 - accuracy: 0.6892 - val_loss: 0.9997 - val_accuracy: 0.6573 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 31/100 Epoch 31: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6783 - accuracy: 0.6914 - val_loss: 0.9970 - val_accuracy: 0.6732 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 32/100 Epoch 32: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6783 - accuracy: 0.6911 - val_loss: 0.7974 - val_accuracy: 0.6944 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 33/100 Epoch 33: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6700 - accuracy: 0.6921 - val_loss: 0.7645 - val_accuracy: 0.6861 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 34/100 Epoch 34: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6807 - accuracy: 0.6924 - val_loss: 0.9403 - val_accuracy: 0.6619 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 35/100 Epoch 35: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6788 - accuracy: 0.6946 - val_loss: 0.8405 - val_accuracy: 0.6610 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 36/100 Epoch 36: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6657 - accuracy: 0.6950 - val_loss: 0.8024 - val_accuracy: 0.6763 - lr: 0.0010 - 33s/epoch - 63ms/step Epoch 37/100 Epoch 37: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6651 - accuracy: 0.6957 - val_loss: 0.9100 - val_accuracy: 0.6612 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 38/100 Epoch 38: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6611 - accuracy: 0.6924 - val_loss: 0.8688 - val_accuracy: 0.6900 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 39/100 Epoch 39: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6656 - accuracy: 0.6961 - val_loss: 0.8461 - val_accuracy: 0.6920 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 40/100 Epoch 40: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6625 - accuracy: 0.6958 - val_loss: 0.8511 - val_accuracy: 0.6851 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 41/100 Epoch 41: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6566 - accuracy: 0.6947 - val_loss: 0.8108 - val_accuracy: 0.6969 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 42/100 Epoch 42: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6520 - accuracy: 0.6978 - val_loss: 0.8800 - val_accuracy: 0.6815 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 43/100 Epoch 43: val_loss did not improve from 0.74134 512/512 - 32s - loss: 0.6593 - accuracy: 0.6964 - val_loss: 1.0090 - val_accuracy: 0.6519 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 44/100 Epoch 44: val_loss did not improve from 0.74134 512/512 - 33s - loss: 0.6499 - accuracy: 0.6973 - val_loss: 0.9586 - val_accuracy: 0.6883 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 45/100 Epoch 45: val_loss improved from 0.74134 to 0.67748, saving model to xception.h5 512/512 - 35s - loss: 0.6555 - accuracy: 0.6983 - val_loss: 0.6775 - val_accuracy: 0.7100 - lr: 0.0010 - 35s/epoch - 68ms/step Epoch 46/100 Epoch 46: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6533 - accuracy: 0.6981 - val_loss: 1.1505 - val_accuracy: 0.6680 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 47/100 Epoch 47: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6510 - accuracy: 0.6979 - val_loss: 0.9086 - val_accuracy: 0.6871 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 48/100 Epoch 48: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6514 - accuracy: 0.6993 - val_loss: 0.8866 - val_accuracy: 0.6839 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 49/100 Epoch 49: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6506 - accuracy: 0.7026 - val_loss: 0.8781 - val_accuracy: 0.6822 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 50/100 Epoch 50: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6386 - accuracy: 0.7024 - val_loss: 0.8875 - val_accuracy: 0.6729 - lr: 0.0010 - 34s/epoch - 67ms/step Epoch 51/100 Epoch 51: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6482 - accuracy: 0.6994 - val_loss: 0.8891 - val_accuracy: 0.6651 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 52/100 Epoch 52: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6425 - accuracy: 0.6992 - val_loss: 0.9073 - val_accuracy: 0.6788 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 53/100 Epoch 53: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6366 - accuracy: 0.7016 - val_loss: 0.7448 - val_accuracy: 0.6973 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 54/100 Epoch 54: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6417 - accuracy: 0.6989 - val_loss: 0.8175 - val_accuracy: 0.6888 - lr: 0.0010 - 34s/epoch - 67ms/step Epoch 55/100 Epoch 55: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6356 - accuracy: 0.7030 - val_loss: 0.7832 - val_accuracy: 0.6944 - lr: 0.0010 - 34s/epoch - 66ms/step Epoch 56/100 Epoch 56: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6405 - accuracy: 0.7026 - val_loss: 0.7630 - val_accuracy: 0.6973 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 57/100 Epoch 57: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6330 - accuracy: 0.7054 - val_loss: 0.7807 - val_accuracy: 0.7039 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 58/100 Epoch 58: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6422 - accuracy: 0.7010 - val_loss: 0.7947 - val_accuracy: 0.6959 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 59/100 Epoch 59: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6291 - accuracy: 0.7035 - val_loss: 0.7767 - val_accuracy: 0.7022 - lr: 0.0010 - 34s/epoch - 67ms/step Epoch 60/100 Epoch 60: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6292 - accuracy: 0.7038 - val_loss: 0.9225 - val_accuracy: 0.6705 - lr: 0.0010 - 34s/epoch - 67ms/step Epoch 61/100 Epoch 61: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6288 - accuracy: 0.7064 - val_loss: 0.8022 - val_accuracy: 0.6912 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 62/100 Epoch 62: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6307 - accuracy: 0.7044 - val_loss: 1.2034 - val_accuracy: 0.6061 - lr: 0.0010 - 33s/epoch - 63ms/step Epoch 63/100 Epoch 63: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6272 - accuracy: 0.7031 - val_loss: 0.8210 - val_accuracy: 0.6927 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 64/100 Epoch 64: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6236 - accuracy: 0.7073 - val_loss: 1.0192 - val_accuracy: 0.6292 - lr: 0.0010 - 34s/epoch - 66ms/step Epoch 65/100 Epoch 65: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6305 - accuracy: 0.7067 - val_loss: 0.9838 - val_accuracy: 0.6702 - lr: 0.0010 - 34s/epoch - 67ms/step Epoch 66/100 Epoch 66: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6316 - accuracy: 0.7062 - val_loss: 0.9509 - val_accuracy: 0.6907 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 67/100 Epoch 67: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6226 - accuracy: 0.7093 - val_loss: 0.8932 - val_accuracy: 0.6788 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 68/100 Epoch 68: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6250 - accuracy: 0.7065 - val_loss: 1.0488 - val_accuracy: 0.6654 - lr: 0.0010 - 32s/epoch - 62ms/step Epoch 69/100 Epoch 69: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6285 - accuracy: 0.7029 - val_loss: 0.9505 - val_accuracy: 0.6695 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 70/100 Epoch 70: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6253 - accuracy: 0.7036 - val_loss: 0.8732 - val_accuracy: 0.6854 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 71/100 Epoch 71: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6236 - accuracy: 0.7062 - val_loss: 0.8067 - val_accuracy: 0.6734 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 72/100 Epoch 72: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6197 - accuracy: 0.7106 - val_loss: 0.9080 - val_accuracy: 0.6890 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 73/100 Epoch 73: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6217 - accuracy: 0.7054 - val_loss: 0.6953 - val_accuracy: 0.7115 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 74/100 Epoch 74: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6127 - accuracy: 0.7086 - val_loss: 0.7515 - val_accuracy: 0.6837 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 75/100 Epoch 75: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6170 - accuracy: 0.7084 - val_loss: 0.8054 - val_accuracy: 0.6917 - lr: 0.0010 - 34s/epoch - 66ms/step Epoch 76/100 Epoch 76: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6209 - accuracy: 0.7078 - val_loss: 0.8598 - val_accuracy: 0.6798 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 77/100 Epoch 77: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6140 - accuracy: 0.7105 - val_loss: 0.7168 - val_accuracy: 0.7010 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 78/100 Epoch 78: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6120 - accuracy: 0.7090 - val_loss: 0.9839 - val_accuracy: 0.6441 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 79/100 Epoch 79: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6128 - accuracy: 0.7098 - val_loss: 0.7779 - val_accuracy: 0.6910 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 80/100 Epoch 80: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6147 - accuracy: 0.7122 - val_loss: 0.8238 - val_accuracy: 0.6759 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 81/100 Epoch 81: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6168 - accuracy: 0.7066 - val_loss: 0.7555 - val_accuracy: 0.6920 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 82/100 Epoch 82: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6079 - accuracy: 0.7088 - val_loss: 0.7612 - val_accuracy: 0.6868 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 83/100 Epoch 83: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6068 - accuracy: 0.7117 - val_loss: 0.7751 - val_accuracy: 0.6934 - lr: 0.0010 - 33s/epoch - 63ms/step Epoch 84/100 Epoch 84: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6188 - accuracy: 0.7064 - val_loss: 0.7495 - val_accuracy: 0.7010 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 85/100 Epoch 85: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6075 - accuracy: 0.7111 - val_loss: 0.8099 - val_accuracy: 0.6903 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 86/100 Epoch 86: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.6219 - accuracy: 0.7076 - val_loss: 1.0699 - val_accuracy: 0.6646 - lr: 0.0010 - 34s/epoch - 65ms/step Epoch 87/100 Epoch 87: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6186 - accuracy: 0.7101 - val_loss: 0.7083 - val_accuracy: 0.7108 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 88/100 Epoch 88: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6018 - accuracy: 0.7127 - val_loss: 0.6838 - val_accuracy: 0.7088 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 89/100 Epoch 89: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6048 - accuracy: 0.7158 - val_loss: 0.7137 - val_accuracy: 0.7047 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 90/100 Epoch 90: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6039 - accuracy: 0.7115 - val_loss: 0.7220 - val_accuracy: 0.6932 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 91/100 Epoch 91: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6097 - accuracy: 0.7127 - val_loss: 0.6828 - val_accuracy: 0.7142 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 92/100 Epoch 92: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6056 - accuracy: 0.7105 - val_loss: 0.9572 - val_accuracy: 0.6622 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 93/100 Epoch 93: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6018 - accuracy: 0.7147 - val_loss: 0.7220 - val_accuracy: 0.6956 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 94/100 Epoch 94: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6061 - accuracy: 0.7139 - val_loss: 0.7120 - val_accuracy: 0.7032 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 95/100 Epoch 95: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.6026 - accuracy: 0.7107 - val_loss: 0.7140 - val_accuracy: 0.7056 - lr: 0.0010 - 33s/epoch - 65ms/step Epoch 96/100 Epoch 96: val_loss did not improve from 0.67748 512/512 - 33s - loss: 0.5983 - accuracy: 0.7145 - val_loss: 0.7150 - val_accuracy: 0.7073 - lr: 0.0010 - 33s/epoch - 64ms/step Epoch 97/100 Epoch 97: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.5971 - accuracy: 0.7143 - val_loss: 0.7733 - val_accuracy: 0.6983 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 98/100 Epoch 98: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.6033 - accuracy: 0.7160 - val_loss: 0.7897 - val_accuracy: 0.6993 - lr: 0.0010 - 32s/epoch - 62ms/step Epoch 99/100 Epoch 99: val_loss did not improve from 0.67748 512/512 - 32s - loss: 0.5953 - accuracy: 0.7175 - val_loss: 0.8278 - val_accuracy: 0.6915 - lr: 0.0010 - 32s/epoch - 63ms/step Epoch 100/100 Epoch 100: val_loss did not improve from 0.67748 512/512 - 34s - loss: 0.5974 - accuracy: 0.7170 - val_loss: 0.7214 - val_accuracy: 0.6939 - lr: 0.0010 - 34s/epoch - 65ms/step
In [ ]:
#model = load_model('../output/kaggle/working/model.h5')
final_loss, final_accuracy = model.evaluate(X_val, Y_val)
print('Final Loss: {}, Final Accuracy: {}'.format(final_loss, final_accuracy))
129/129 [==============================] - 2s 19ms/step - loss: 0.7214 - accuracy: 0.6939 Final Loss: 0.7213584780693054, Final Accuracy: 0.6939224004745483
In [ ]:
Y_pred = model.predict(X_val)
Y_pred = np.argmax(Y_pred, axis=1)
Y_true = np.argmax(Y_val, axis=1)
cm = confusion_matrix(Y_true, Y_pred)
plt.figure(figsize=(12, 12))
ax = sns.heatmap(cm, cmap=plt.cm.Greens, annot=True, square=True, xticklabels=plant_train_type, yticklabels=plant_train_type)
ax.set_ylabel('Actual', fontsize=40)
ax.set_xlabel('Predicted', fontsize=40)
129/129 [==============================] - 3s 20ms/step
Out[ ]:
Text(0.5, 144.41374999999996, 'Predicted')
In [ ]:
from sklearn.metrics import classification_report
print(classification_report(Y_true, Y_pred, target_names=plant_train_type))
In [ ]:
# accuracy plot
plt.plot(hist.history['accuracy'])
plt.plot(hist.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# loss plot
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
In [ ]:
# making prediction from an image
from skimage import io
from tensorflow.keras.utils import load_img, img_to_array
# from keras.utils import image
img = load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(64, 64))
show_img=load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(200, 200))
x = img_to_array(img)
x = np.expand_dims(x, axis = 0)
x /= 255
custom = model.predict(x)
print(custom[0])
plt.imshow(show_img)
plt.show()
a=custom[0]
ind=np.argmax(a)
print('Prediction:',plant_train_type[ind])
Model 5 - MobileNetV2¶
In [ ]:
# import numpy as np
# import pandas as pd
# import matplotlib.pyplot as plt
# %matplotlib inline
# import seaborn as sns
# import cv2
# import os
# from tqdm import tqdm
# from sklearn.metrics import confusion_matrix
# from sklearn.model_selection import train_test_split
# from keras.utils.np_utils import to_categorical
# from keras.models import Model,Sequential, Input, load_model
# from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization, AveragePooling2D, GlobalAveragePooling2D
# from tensorflow.keras.optimizers import Adam
# from keras.preprocessing.image import ImageDataGenerator
# from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau
from tensorflow.keras.applications import MobileNetV2
In [ ]:
EPOCHS = 200
SIZE=64
N_ch=3
In [ ]:
def build_mobilenet():
mobile = MobileNetV2(weights='imagenet', include_top=False)
input = Input(shape=(SIZE, SIZE, N_ch))
x = Conv2D(3, (3, 3), padding='same')(input)
x = mobile(x)
x = GlobalAveragePooling2D()(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
x = Dense(256, activation='relu')(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
# multi output
output = Dense(15,activation = 'softmax', name='root')(x)
# model
model = Model(input,output)
optimizer = Adam(lr=0.002, beta_1=0.9, beta_2=0.999, epsilon=0.1, decay=0.0)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])
model.summary()
return model
In [ ]:
model = build_mobilenet()
annealer = ReduceLROnPlateau(monitor='val_accuracy', factor=0.5, patience=5, verbose=1, min_lr=1e-3)
checkpoint = ModelCheckpoint('MobileNetV2.h5', verbose=1, save_best_only=True)
# Generates batches of image data with data augmentation
datagen = ImageDataGenerator(rotation_range=360, # Degree range for random rotations
width_shift_range=0.2, # Range for random horizontal shifts
height_shift_range=0.2, # Range for random vertical shifts
zoom_range=0.2, # Range for random zoom
horizontal_flip=True, # Randomly flip inputs horizontally
vertical_flip=True) # Randomly flip inputs vertically
datagen.fit(X_train)
# Fits the model on batches with real-time data augmentation
hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
steps_per_epoch=X_train.shape[0] // BATCH_SIZE,
epochs=EPOCHS,
verbose=2,
callbacks=[annealer, checkpoint],
validation_data=(X_val, Y_val))
WARNING:tensorflow:`input_shape` is undefined or non-square, or `rows` is not in [96, 128, 160, 192, 224]. Weights for input shape (224, 224) will be loaded as the default.
Model: "model_4"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_10 (InputLayer) [(None, 64, 64, 3)] 0
conv2d_4 (Conv2D) (None, 64, 64, 3) 84
mobilenetv2_1.00_224 (Funct (None, None, None, 1280) 2257984
ional)
global_average_pooling2d_4 (None, 1280) 0
(GlobalAveragePooling2D)
batch_normalization_6 (Batc (None, 1280) 5120
hNormalization)
dropout_6 (Dropout) (None, 1280) 0
dense_6 (Dense) (None, 256) 327936
batch_normalization_7 (Batc (None, 256) 1024
hNormalization)
dropout_7 (Dropout) (None, 256) 0
root (Dense) (None, 15) 3855
=================================================================
Total params: 2,596,003
Trainable params: 2,558,819
Non-trainable params: 37,184
_________________________________________________________________
Epoch 1/200
<ipython-input-75-1e318dabfd39>:14: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
Epoch 1: val_loss improved from inf to 6.24119, saving model to MobileNetV2.h5 256/256 - 29s - loss: 3.1850 - accuracy: 0.1705 - val_loss: 6.2412 - val_accuracy: 0.1057 - lr: 0.0020 - 29s/epoch - 112ms/step Epoch 2/200 Epoch 2: val_loss did not improve from 6.24119 256/256 - 21s - loss: 2.1214 - accuracy: 0.3508 - val_loss: 8.9329 - val_accuracy: 0.0910 - lr: 0.0020 - 21s/epoch - 82ms/step Epoch 3/200 Epoch 3: val_loss improved from 6.24119 to 4.51971, saving model to MobileNetV2.h5 256/256 - 22s - loss: 1.7106 - accuracy: 0.4351 - val_loss: 4.5197 - val_accuracy: 0.2316 - lr: 0.0020 - 22s/epoch - 84ms/step Epoch 4/200 Epoch 4: val_loss did not improve from 4.51971 256/256 - 24s - loss: 1.4580 - accuracy: 0.4907 - val_loss: 4.6331 - val_accuracy: 0.2277 - lr: 0.0020 - 24s/epoch - 95ms/step Epoch 5/200 Epoch 5: val_loss improved from 4.51971 to 3.38159, saving model to MobileNetV2.h5 256/256 - 21s - loss: 1.3273 - accuracy: 0.5263 - val_loss: 3.3816 - val_accuracy: 0.3083 - lr: 0.0020 - 21s/epoch - 83ms/step Epoch 6/200 Epoch 6: val_loss improved from 3.38159 to 3.08807, saving model to MobileNetV2.h5 256/256 - 22s - loss: 1.2109 - accuracy: 0.5577 - val_loss: 3.0881 - val_accuracy: 0.3485 - lr: 0.0020 - 22s/epoch - 84ms/step Epoch 7/200 Epoch 7: val_loss did not improve from 3.08807 256/256 - 21s - loss: 1.1225 - accuracy: 0.5764 - val_loss: 3.8392 - val_accuracy: 0.2302 - lr: 0.0020 - 21s/epoch - 82ms/step Epoch 8/200 Epoch 8: val_loss improved from 3.08807 to 2.86099, saving model to MobileNetV2.h5 256/256 - 21s - loss: 1.0714 - accuracy: 0.5902 - val_loss: 2.8610 - val_accuracy: 0.3156 - lr: 0.0020 - 21s/epoch - 84ms/step Epoch 9/200 Epoch 9: val_loss improved from 2.86099 to 2.47307, saving model to MobileNetV2.h5 256/256 - 23s - loss: 1.0124 - accuracy: 0.6017 - val_loss: 2.4731 - val_accuracy: 0.3847 - lr: 0.0020 - 23s/epoch - 89ms/step Epoch 10/200 Epoch 10: val_loss did not improve from 2.47307 256/256 - 21s - loss: 0.9596 - accuracy: 0.6173 - val_loss: 3.0092 - val_accuracy: 0.3222 - lr: 0.0020 - 21s/epoch - 81ms/step Epoch 11/200 Epoch 11: val_loss improved from 2.47307 to 1.64745, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.9199 - accuracy: 0.6298 - val_loss: 1.6474 - val_accuracy: 0.5106 - lr: 0.0020 - 21s/epoch - 83ms/step Epoch 12/200 Epoch 12: val_loss improved from 1.64745 to 1.53514, saving model to MobileNetV2.h5 256/256 - 22s - loss: 0.8911 - accuracy: 0.6383 - val_loss: 1.5351 - val_accuracy: 0.5236 - lr: 0.0020 - 22s/epoch - 87ms/step Epoch 13/200 Epoch 13: val_loss improved from 1.53514 to 1.49519, saving model to MobileNetV2.h5 256/256 - 22s - loss: 0.8587 - accuracy: 0.6391 - val_loss: 1.4952 - val_accuracy: 0.5423 - lr: 0.0020 - 22s/epoch - 84ms/step Epoch 14/200 Epoch 14: val_loss did not improve from 1.49519 256/256 - 22s - loss: 0.8374 - accuracy: 0.6506 - val_loss: 1.7273 - val_accuracy: 0.4811 - lr: 0.0020 - 22s/epoch - 85ms/step Epoch 15/200 Epoch 15: val_loss improved from 1.49519 to 1.08655, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.8303 - accuracy: 0.6527 - val_loss: 1.0865 - val_accuracy: 0.6153 - lr: 0.0020 - 21s/epoch - 83ms/step Epoch 16/200 Epoch 16: val_loss improved from 1.08655 to 0.92058, saving model to MobileNetV2.h5 256/256 - 22s - loss: 0.8033 - accuracy: 0.6604 - val_loss: 0.9206 - val_accuracy: 0.6515 - lr: 0.0020 - 22s/epoch - 86ms/step Epoch 17/200 Epoch 17: val_loss did not improve from 0.92058 256/256 - 24s - loss: 0.7884 - accuracy: 0.6670 - val_loss: 0.9247 - val_accuracy: 0.6522 - lr: 0.0020 - 24s/epoch - 94ms/step Epoch 18/200 Epoch 18: val_loss did not improve from 0.92058 256/256 - 21s - loss: 0.7640 - accuracy: 0.6686 - val_loss: 1.1992 - val_accuracy: 0.6002 - lr: 0.0020 - 21s/epoch - 82ms/step Epoch 19/200 Epoch 19: val_loss did not improve from 0.92058 256/256 - 21s - loss: 0.7621 - accuracy: 0.6702 - val_loss: 1.2035 - val_accuracy: 0.6017 - lr: 0.0020 - 21s/epoch - 82ms/step Epoch 20/200 Epoch 20: val_loss did not improve from 0.92058 256/256 - 21s - loss: 0.7566 - accuracy: 0.6686 - val_loss: 1.0061 - val_accuracy: 0.6466 - lr: 0.0020 - 21s/epoch - 82ms/step Epoch 21/200 Epoch 21: val_loss did not improve from 0.92058 256/256 - 21s - loss: 0.7440 - accuracy: 0.6756 - val_loss: 1.5178 - val_accuracy: 0.5611 - lr: 0.0020 - 21s/epoch - 81ms/step Epoch 22/200 Epoch 22: ReduceLROnPlateau reducing learning rate to 0.0010000000474974513. Epoch 22: val_loss did not improve from 0.92058 256/256 - 21s - loss: 0.7441 - accuracy: 0.6746 - val_loss: 1.1980 - val_accuracy: 0.6056 - lr: 0.0020 - 21s/epoch - 82ms/step Epoch 23/200 Epoch 23: val_loss did not improve from 0.92058 256/256 - 22s - loss: 0.7165 - accuracy: 0.6845 - val_loss: 1.1828 - val_accuracy: 0.5990 - lr: 0.0010 - 22s/epoch - 86ms/step Epoch 24/200 Epoch 24: val_loss improved from 0.92058 to 0.91452, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.7195 - accuracy: 0.6802 - val_loss: 0.9145 - val_accuracy: 0.6488 - lr: 0.0010 - 21s/epoch - 84ms/step Epoch 25/200 Epoch 25: val_loss did not improve from 0.91452 256/256 - 24s - loss: 0.7053 - accuracy: 0.6883 - val_loss: 0.9239 - val_accuracy: 0.6505 - lr: 0.0010 - 24s/epoch - 93ms/step Epoch 26/200 Epoch 26: val_loss did not improve from 0.91452 256/256 - 21s - loss: 0.7011 - accuracy: 0.6838 - val_loss: 0.9915 - val_accuracy: 0.6256 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 27/200 Epoch 27: val_loss did not improve from 0.91452 256/256 - 21s - loss: 0.6963 - accuracy: 0.6879 - val_loss: 1.2483 - val_accuracy: 0.5589 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 28/200 Epoch 28: val_loss did not improve from 0.91452 256/256 - 21s - loss: 0.6924 - accuracy: 0.6904 - val_loss: 1.0492 - val_accuracy: 0.6161 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 29/200 Epoch 29: val_loss did not improve from 0.91452 256/256 - 21s - loss: 0.6919 - accuracy: 0.6921 - val_loss: 0.9704 - val_accuracy: 0.6400 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 30/200 Epoch 30: val_loss did not improve from 0.91452 256/256 - 21s - loss: 0.6854 - accuracy: 0.6921 - val_loss: 0.9452 - val_accuracy: 0.6478 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 31/200 Epoch 31: val_loss improved from 0.91452 to 0.83634, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.6819 - accuracy: 0.6927 - val_loss: 0.8363 - val_accuracy: 0.6693 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 32/200 Epoch 32: val_loss did not improve from 0.83634 256/256 - 21s - loss: 0.6857 - accuracy: 0.6906 - val_loss: 0.9991 - val_accuracy: 0.6400 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 33/200 Epoch 33: val_loss did not improve from 0.83634 256/256 - 23s - loss: 0.6681 - accuracy: 0.6927 - val_loss: 0.8988 - val_accuracy: 0.6536 - lr: 0.0010 - 23s/epoch - 92ms/step Epoch 34/200 Epoch 34: val_loss improved from 0.83634 to 0.83016, saving model to MobileNetV2.h5 256/256 - 23s - loss: 0.6733 - accuracy: 0.6946 - val_loss: 0.8302 - val_accuracy: 0.6744 - lr: 0.0010 - 23s/epoch - 88ms/step Epoch 35/200 Epoch 35: val_loss did not improve from 0.83016 256/256 - 21s - loss: 0.6744 - accuracy: 0.6900 - val_loss: 0.8546 - val_accuracy: 0.6737 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 36/200 Epoch 36: val_loss did not improve from 0.83016 256/256 - 21s - loss: 0.6694 - accuracy: 0.6997 - val_loss: 0.8925 - val_accuracy: 0.6593 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 37/200 Epoch 37: val_loss did not improve from 0.83016 256/256 - 21s - loss: 0.6726 - accuracy: 0.6933 - val_loss: 0.8718 - val_accuracy: 0.6688 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 38/200 Epoch 38: val_loss improved from 0.83016 to 0.75416, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.6633 - accuracy: 0.6973 - val_loss: 0.7542 - val_accuracy: 0.6912 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 39/200 Epoch 39: val_loss did not improve from 0.75416 256/256 - 23s - loss: 0.6510 - accuracy: 0.7014 - val_loss: 1.4833 - val_accuracy: 0.5319 - lr: 0.0010 - 23s/epoch - 91ms/step Epoch 40/200 Epoch 40: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6590 - accuracy: 0.6996 - val_loss: 1.1966 - val_accuracy: 0.5836 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 41/200 Epoch 41: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6646 - accuracy: 0.6971 - val_loss: 0.9690 - val_accuracy: 0.6473 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 42/200 Epoch 42: val_loss did not improve from 0.75416 256/256 - 22s - loss: 0.6596 - accuracy: 0.7003 - val_loss: 0.9012 - val_accuracy: 0.6671 - lr: 0.0010 - 22s/epoch - 86ms/step Epoch 43/200 Epoch 43: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6545 - accuracy: 0.7008 - val_loss: 0.8838 - val_accuracy: 0.6666 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 44/200 Epoch 44: val_loss did not improve from 0.75416 256/256 - 24s - loss: 0.6507 - accuracy: 0.6993 - val_loss: 0.8137 - val_accuracy: 0.6768 - lr: 0.0010 - 24s/epoch - 92ms/step Epoch 45/200 Epoch 45: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6527 - accuracy: 0.6997 - val_loss: 0.8474 - val_accuracy: 0.6705 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 46/200 Epoch 46: val_loss did not improve from 0.75416 256/256 - 22s - loss: 0.6517 - accuracy: 0.7033 - val_loss: 0.9683 - val_accuracy: 0.6517 - lr: 0.0010 - 22s/epoch - 87ms/step Epoch 47/200 Epoch 47: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6503 - accuracy: 0.7034 - val_loss: 0.9909 - val_accuracy: 0.6246 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 48/200 Epoch 48: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6479 - accuracy: 0.7025 - val_loss: 0.8189 - val_accuracy: 0.6815 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 49/200 Epoch 49: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6408 - accuracy: 0.7077 - val_loss: 0.8137 - val_accuracy: 0.6817 - lr: 0.0010 - 21s/epoch - 84ms/step Epoch 50/200 Epoch 50: val_loss did not improve from 0.75416 256/256 - 25s - loss: 0.6551 - accuracy: 0.7001 - val_loss: 0.8941 - val_accuracy: 0.6639 - lr: 0.0010 - 25s/epoch - 99ms/step Epoch 51/200 Epoch 51: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6498 - accuracy: 0.6979 - val_loss: 0.8568 - val_accuracy: 0.6756 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 52/200 Epoch 52: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6453 - accuracy: 0.7029 - val_loss: 1.0730 - val_accuracy: 0.6341 - lr: 0.0010 - 21s/epoch - 84ms/step Epoch 53/200 Epoch 53: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6413 - accuracy: 0.7057 - val_loss: 0.8730 - val_accuracy: 0.6717 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 54/200 Epoch 54: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6407 - accuracy: 0.7084 - val_loss: 1.0943 - val_accuracy: 0.6383 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 55/200 Epoch 55: val_loss did not improve from 0.75416 256/256 - 22s - loss: 0.6393 - accuracy: 0.7034 - val_loss: 0.7754 - val_accuracy: 0.6893 - lr: 0.0010 - 22s/epoch - 87ms/step Epoch 56/200 Epoch 56: val_loss did not improve from 0.75416 256/256 - 21s - loss: 0.6309 - accuracy: 0.7066 - val_loss: 0.7565 - val_accuracy: 0.6929 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 57/200 Epoch 57: val_loss did not improve from 0.75416 256/256 - 23s - loss: 0.6330 - accuracy: 0.7085 - val_loss: 0.7961 - val_accuracy: 0.6825 - lr: 0.0010 - 23s/epoch - 90ms/step Epoch 58/200 Epoch 58: val_loss improved from 0.75416 to 0.74791, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.6381 - accuracy: 0.7039 - val_loss: 0.7479 - val_accuracy: 0.6934 - lr: 0.0010 - 21s/epoch - 84ms/step Epoch 59/200 Epoch 59: val_loss did not improve from 0.74791 256/256 - 21s - loss: 0.6326 - accuracy: 0.7049 - val_loss: 0.8138 - val_accuracy: 0.6810 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 60/200 Epoch 60: val_loss did not improve from 0.74791 256/256 - 21s - loss: 0.6331 - accuracy: 0.7060 - val_loss: 0.7829 - val_accuracy: 0.6854 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 61/200 Epoch 61: val_loss did not improve from 0.74791 256/256 - 22s - loss: 0.6277 - accuracy: 0.7043 - val_loss: 0.9739 - val_accuracy: 0.6366 - lr: 0.0010 - 22s/epoch - 86ms/step Epoch 62/200 Epoch 62: val_loss improved from 0.74791 to 0.73475, saving model to MobileNetV2.h5 256/256 - 22s - loss: 0.6308 - accuracy: 0.7099 - val_loss: 0.7347 - val_accuracy: 0.7020 - lr: 0.0010 - 22s/epoch - 85ms/step Epoch 63/200 Epoch 63: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6279 - accuracy: 0.7071 - val_loss: 0.9835 - val_accuracy: 0.6375 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 64/200 Epoch 64: val_loss did not improve from 0.73475 256/256 - 23s - loss: 0.6277 - accuracy: 0.7084 - val_loss: 0.8992 - val_accuracy: 0.6673 - lr: 0.0010 - 23s/epoch - 90ms/step Epoch 65/200 Epoch 65: val_loss did not improve from 0.73475 256/256 - 22s - loss: 0.6279 - accuracy: 0.7076 - val_loss: 0.8904 - val_accuracy: 0.6727 - lr: 0.0010 - 22s/epoch - 86ms/step Epoch 66/200 Epoch 66: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6299 - accuracy: 0.7072 - val_loss: 0.8099 - val_accuracy: 0.6807 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 67/200 Epoch 67: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6302 - accuracy: 0.7061 - val_loss: 0.9432 - val_accuracy: 0.6466 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 68/200 Epoch 68: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6277 - accuracy: 0.7076 - val_loss: 0.8819 - val_accuracy: 0.6680 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 69/200 Epoch 69: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6177 - accuracy: 0.7128 - val_loss: 0.8404 - val_accuracy: 0.6822 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 70/200 Epoch 70: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6253 - accuracy: 0.7106 - val_loss: 0.9984 - val_accuracy: 0.6349 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 71/200 Epoch 71: val_loss did not improve from 0.73475 256/256 - 22s - loss: 0.6205 - accuracy: 0.7090 - val_loss: 1.1286 - val_accuracy: 0.6109 - lr: 0.0010 - 22s/epoch - 87ms/step Epoch 72/200 Epoch 72: val_loss did not improve from 0.73475 256/256 - 24s - loss: 0.6241 - accuracy: 0.7112 - val_loss: 1.0542 - val_accuracy: 0.6185 - lr: 0.0010 - 24s/epoch - 93ms/step Epoch 73/200 Epoch 73: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6200 - accuracy: 0.7090 - val_loss: 0.8405 - val_accuracy: 0.6759 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 74/200 Epoch 74: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6177 - accuracy: 0.7117 - val_loss: 0.8261 - val_accuracy: 0.6673 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 75/200 Epoch 75: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6238 - accuracy: 0.7065 - val_loss: 0.7380 - val_accuracy: 0.6942 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 76/200 Epoch 76: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6177 - accuracy: 0.7107 - val_loss: 1.0891 - val_accuracy: 0.6058 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 77/200 Epoch 77: val_loss did not improve from 0.73475 256/256 - 22s - loss: 0.6151 - accuracy: 0.7122 - val_loss: 1.0435 - val_accuracy: 0.6195 - lr: 0.0010 - 22s/epoch - 85ms/step Epoch 78/200 Epoch 78: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6143 - accuracy: 0.7141 - val_loss: 0.9237 - val_accuracy: 0.6578 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 79/200 Epoch 79: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6182 - accuracy: 0.7126 - val_loss: 0.8518 - val_accuracy: 0.6710 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 80/200 Epoch 80: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6110 - accuracy: 0.7159 - val_loss: 0.9155 - val_accuracy: 0.6507 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 81/200 Epoch 81: val_loss did not improve from 0.73475 256/256 - 22s - loss: 0.6198 - accuracy: 0.7125 - val_loss: 0.9705 - val_accuracy: 0.6554 - lr: 0.0010 - 22s/epoch - 86ms/step Epoch 82/200 Epoch 82: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6114 - accuracy: 0.7139 - val_loss: 0.9230 - val_accuracy: 0.6485 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 83/200 Epoch 83: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6120 - accuracy: 0.7112 - val_loss: 0.9004 - val_accuracy: 0.6561 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 84/200 Epoch 84: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6103 - accuracy: 0.7136 - val_loss: 0.7881 - val_accuracy: 0.6864 - lr: 0.0010 - 21s/epoch - 84ms/step Epoch 85/200 Epoch 85: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6095 - accuracy: 0.7136 - val_loss: 0.8318 - val_accuracy: 0.6810 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 86/200 Epoch 86: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6106 - accuracy: 0.7133 - val_loss: 0.9509 - val_accuracy: 0.6583 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 87/200 Epoch 87: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6093 - accuracy: 0.7130 - val_loss: 0.9727 - val_accuracy: 0.6573 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 88/200 Epoch 88: val_loss did not improve from 0.73475 256/256 - 21s - loss: 0.6037 - accuracy: 0.7172 - val_loss: 0.7389 - val_accuracy: 0.6959 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 89/200 Epoch 89: val_loss improved from 0.73475 to 0.72577, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.6044 - accuracy: 0.7144 - val_loss: 0.7258 - val_accuracy: 0.6988 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 90/200 Epoch 90: val_loss did not improve from 0.72577 256/256 - 21s - loss: 0.6022 - accuracy: 0.7202 - val_loss: 0.8883 - val_accuracy: 0.6676 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 91/200 Epoch 91: val_loss did not improve from 0.72577 256/256 - 21s - loss: 0.6065 - accuracy: 0.7165 - val_loss: 0.8032 - val_accuracy: 0.6844 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 92/200 Epoch 92: val_loss did not improve from 0.72577 256/256 - 24s - loss: 0.6199 - accuracy: 0.7129 - val_loss: 0.9614 - val_accuracy: 0.6480 - lr: 0.0010 - 24s/epoch - 94ms/step Epoch 93/200 Epoch 93: val_loss did not improve from 0.72577 256/256 - 21s - loss: 0.6104 - accuracy: 0.7142 - val_loss: 0.8149 - val_accuracy: 0.6739 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 94/200 Epoch 94: val_loss did not improve from 0.72577 256/256 - 21s - loss: 0.6049 - accuracy: 0.7189 - val_loss: 0.7392 - val_accuracy: 0.6947 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 95/200 Epoch 95: val_loss did not improve from 0.72577 256/256 - 22s - loss: 0.6040 - accuracy: 0.7142 - val_loss: 0.8418 - val_accuracy: 0.6639 - lr: 0.0010 - 22s/epoch - 86ms/step Epoch 96/200 Epoch 96: val_loss improved from 0.72577 to 0.71436, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.5998 - accuracy: 0.7181 - val_loss: 0.7144 - val_accuracy: 0.6995 - lr: 0.0010 - 21s/epoch - 83ms/step Epoch 97/200 Epoch 97: val_loss did not improve from 0.71436 256/256 - 20s - loss: 0.6055 - accuracy: 0.7190 - val_loss: 1.5792 - val_accuracy: 0.5057 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 98/200 Epoch 98: val_loss did not improve from 0.71436 256/256 - 20s - loss: 0.6047 - accuracy: 0.7194 - val_loss: 0.7516 - val_accuracy: 0.6939 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 99/200 Epoch 99: val_loss improved from 0.71436 to 0.70413, saving model to MobileNetV2.h5 256/256 - 21s - loss: 0.5952 - accuracy: 0.7201 - val_loss: 0.7041 - val_accuracy: 0.7012 - lr: 0.0010 - 21s/epoch - 84ms/step Epoch 100/200 Epoch 100: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5937 - accuracy: 0.7172 - val_loss: 0.9180 - val_accuracy: 0.6522 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 101/200 Epoch 101: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5937 - accuracy: 0.7188 - val_loss: 0.7619 - val_accuracy: 0.6947 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 102/200 Epoch 102: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.6035 - accuracy: 0.7153 - val_loss: 0.7776 - val_accuracy: 0.6861 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 103/200 Epoch 103: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5948 - accuracy: 0.7189 - val_loss: 0.7597 - val_accuracy: 0.6851 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 104/200 Epoch 104: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5921 - accuracy: 0.7237 - val_loss: 0.7560 - val_accuracy: 0.6900 - lr: 0.0010 - 21s/epoch - 82ms/step Epoch 105/200 Epoch 105: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5988 - accuracy: 0.7183 - val_loss: 0.7701 - val_accuracy: 0.6837 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 106/200 Epoch 106: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5938 - accuracy: 0.7206 - val_loss: 0.8016 - val_accuracy: 0.6781 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 107/200 Epoch 107: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5993 - accuracy: 0.7165 - val_loss: 0.8106 - val_accuracy: 0.6756 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 108/200 Epoch 108: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5958 - accuracy: 0.7196 - val_loss: 0.8858 - val_accuracy: 0.6639 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 109/200 Epoch 109: val_loss did not improve from 0.70413 256/256 - 23s - loss: 0.5922 - accuracy: 0.7208 - val_loss: 1.1714 - val_accuracy: 0.6056 - lr: 0.0010 - 23s/epoch - 91ms/step Epoch 110/200 Epoch 110: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5960 - accuracy: 0.7186 - val_loss: 0.8091 - val_accuracy: 0.6724 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 111/200 Epoch 111: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5946 - accuracy: 0.7221 - val_loss: 0.9267 - val_accuracy: 0.6576 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 112/200 Epoch 112: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5943 - accuracy: 0.7226 - val_loss: 0.8770 - val_accuracy: 0.6680 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 113/200 Epoch 113: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5936 - accuracy: 0.7203 - val_loss: 1.0325 - val_accuracy: 0.6300 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 114/200 Epoch 114: val_loss did not improve from 0.70413 256/256 - 22s - loss: 0.5902 - accuracy: 0.7212 - val_loss: 1.5459 - val_accuracy: 0.5851 - lr: 0.0010 - 22s/epoch - 85ms/step Epoch 115/200 Epoch 115: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5863 - accuracy: 0.7223 - val_loss: 0.9824 - val_accuracy: 0.6495 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 116/200 Epoch 116: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5889 - accuracy: 0.7194 - val_loss: 0.8400 - val_accuracy: 0.6629 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 117/200 Epoch 117: val_loss did not improve from 0.70413 256/256 - 23s - loss: 0.5866 - accuracy: 0.7236 - val_loss: 0.9972 - val_accuracy: 0.6541 - lr: 0.0010 - 23s/epoch - 90ms/step Epoch 118/200 Epoch 118: val_loss did not improve from 0.70413 256/256 - 20s - loss: 0.5828 - accuracy: 0.7227 - val_loss: 1.1362 - val_accuracy: 0.6253 - lr: 0.0010 - 20s/epoch - 80ms/step Epoch 119/200 Epoch 119: val_loss did not improve from 0.70413 256/256 - 22s - loss: 0.5888 - accuracy: 0.7184 - val_loss: 1.0991 - val_accuracy: 0.6292 - lr: 0.0010 - 22s/epoch - 85ms/step Epoch 120/200 Epoch 120: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5895 - accuracy: 0.7194 - val_loss: 0.9178 - val_accuracy: 0.6529 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 121/200 Epoch 121: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5886 - accuracy: 0.7201 - val_loss: 0.8786 - val_accuracy: 0.6585 - lr: 0.0010 - 21s/epoch - 80ms/step Epoch 122/200 Epoch 122: val_loss did not improve from 0.70413 256/256 - 21s - loss: 0.5836 - accuracy: 0.7235 - val_loss: 0.9857 - val_accuracy: 0.6341 - lr: 0.0010 - 21s/epoch - 81ms/step Epoch 123/200 Epoch 123: val_loss did not improve from 0.70413 256/256 - 25s - loss: 0.5888 - accuracy: 0.7198 - val_loss: 0.9216 - val_accuracy: 0.6602 - lr: 0.0010 - 25s/epoch - 97ms/step Epoch 124/200 Epoch 124: val_loss did not improve from 0.70413
In [ ]:
#model = load_model('../output/kaggle/working/model.h5')
final_loss, final_accuracy = model.evaluate(X_val, Y_val)
print('Final Loss: {}, Final Accuracy: {}'.format(final_loss, final_accuracy))
In [ ]:
Y_pred = model.predict(X_val)
Y_pred = np.argmax(Y_pred, axis=1)
Y_true = np.argmax(Y_val, axis=1)
cm = confusion_matrix(Y_true, Y_pred)
plt.figure(figsize=(12, 12))
ax = sns.heatmap(cm, cmap=plt.cm.Greens, annot=True, square=True, xticklabels=disease_types, yticklabels=disease_types)
ax.set_ylabel('Actual', fontsize=40)
ax.set_xlabel('Predicted', fontsize=40)
In [ ]:
from sklearn.metrics import classification_report
print(classification_report(Y_true, Y_pred, target_names=plant_train_type))
In [ ]:
# accuracy plot
plt.plot(hist.history['accuracy'])
plt.plot(hist.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# loss plot
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
Model 6 - DenseNet201¶
In [ ]:
#using DenseNet201 Model
def build_densenet201():
densenet = DenseNet201(weights='imagenet', include_top=False)
input = Input(shape=(SIZE, SIZE, N_ch))
x = Conv2D(3, (3, 3), activation='relu',padding='same')(input)
x = densenet(x)
x = GlobalAveragePooling2D()(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
# x = Dense(512, activation='Leakyrelu')(x)
# x = BatchNormalization()(x)
# x = Dropout(0.5)(x)
x = Dense(256, activation='LeakyReLU')(x)
x = BatchNormalization()(x)
x = Dropout(0.5)(x)
#multi output
output = Dense(15,activation = 'softmax', name='root')(x)
# model
model = Model(input,output)
optimizer = Adam(lr=0.001, beta_1=0.9, beta_2=0.999, epsilon=0.1, decay=0.0)
# optimizer = Adam(lr=0.001)
model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])
model.summary()
return model
In [ ]:
# augumenting the data and then fitting the model- (2 hours training time)
model = build_densenet201()
annealer = ReduceLROnPlateau(monitor='val_accuracy', factor=0.5, patience=5, verbose=1, min_lr=1e-3)
checkpoint = ModelCheckpoint('model.h5', verbose=1, save_best_only=True)
# Generates batches of image data with data augmentation
datagen = ImageDataGenerator(rotation_range=270, # Degree range for random rotations
width_shift_range=0.2, # Range for random horizontal shifts
height_shift_range=0.2, # Range for random vertical shifts
zoom_range=0.2, # Range for random zoom
horizontal_flip=True, # Randomly flip inputs horizontally
vertical_flip=True) # Randomly flip inputs vertically
datagen.fit(X_train)
Model: "model_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_6 (InputLayer) [(None, 64, 64, 3)] 0
conv2d_1 (Conv2D) (None, 64, 64, 3) 84
densenet201 (Functional) (None, None, None, 1920) 18321984
global_average_pooling2d_3 (None, 1920) 0
(GlobalAveragePooling2D)
batch_normalization_2 (Batc (None, 1920) 7680
hNormalization)
dropout_2 (Dropout) (None, 1920) 0
dense_1 (Dense) (None, 256) 491776
batch_normalization_3 (Batc (None, 256) 1024
hNormalization)
dropout_3 (Dropout) (None, 256) 0
root (Dense) (None, 15) 3855
=================================================================
Total params: 18,826,403
Trainable params: 18,592,995
Non-trainable params: 233,408
_________________________________________________________________
In [ ]:
from tensorflow.keras.utils import plot_model
from IPython.display import Image
plot_model(model, to_file='convnet_201.png', show_shapes=True,show_layer_names=True)
Image(filename='convnet_201.png')
Out[ ]:
In [ ]:
# Fits the model on batches with real-time data augmentation
hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
steps_per_epoch=X_train.shape[0] // BATCH_SIZE,
epochs=EPOCHS,
verbose=2,
callbacks=[annealer, checkpoint],
# callbacks=[checkpoint],
validation_data=(X_val, Y_val))
<ipython-input-38-209873a90747>:2: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators. hist = model.fit_generator(datagen.flow(X_train, Y_train, batch_size=BATCH_SIZE),
Epoch 1/200 Epoch 1: val_loss improved from inf to 4.88714, saving model to model.h5 256/256 - 84s - loss: 2.9032 - accuracy: 0.2466 - val_loss: 4.8871 - val_accuracy: 0.1482 - lr: 0.0010 - 84s/epoch - 329ms/step Epoch 2/200 Epoch 2: val_loss improved from 4.88714 to 1.49365, saving model to model.h5 256/256 - 41s - loss: 1.6817 - accuracy: 0.4714 - val_loss: 1.4936 - val_accuracy: 0.5182 - lr: 0.0010 - 41s/epoch - 162ms/step Epoch 3/200 Epoch 3: val_loss improved from 1.49365 to 1.25947, saving model to model.h5 256/256 - 41s - loss: 1.3274 - accuracy: 0.5396 - val_loss: 1.2595 - val_accuracy: 0.5719 - lr: 0.0010 - 41s/epoch - 161ms/step Epoch 4/200 Epoch 4: val_loss did not improve from 1.25947 256/256 - 39s - loss: 1.1734 - accuracy: 0.5732 - val_loss: 1.3432 - val_accuracy: 0.5585 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 5/200 Epoch 5: val_loss improved from 1.25947 to 1.20767, saving model to model.h5 256/256 - 42s - loss: 1.0564 - accuracy: 0.5971 - val_loss: 1.2077 - val_accuracy: 0.5926 - lr: 0.0010 - 42s/epoch - 163ms/step Epoch 6/200 Epoch 6: val_loss improved from 1.20767 to 1.02866, saving model to model.h5 256/256 - 43s - loss: 0.9873 - accuracy: 0.6125 - val_loss: 1.0287 - val_accuracy: 0.6231 - lr: 0.0010 - 43s/epoch - 168ms/step Epoch 7/200 Epoch 7: val_loss did not improve from 1.02866 256/256 - 40s - loss: 0.9207 - accuracy: 0.6307 - val_loss: 1.0552 - val_accuracy: 0.6090 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 8/200 Epoch 8: val_loss did not improve from 1.02866 256/256 - 40s - loss: 0.8961 - accuracy: 0.6349 - val_loss: 1.1704 - val_accuracy: 0.6041 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 9/200 Epoch 9: val_loss did not improve from 1.02866 256/256 - 42s - loss: 0.8729 - accuracy: 0.6346 - val_loss: 1.2830 - val_accuracy: 0.5607 - lr: 0.0010 - 42s/epoch - 163ms/step Epoch 10/200 Epoch 10: val_loss improved from 1.02866 to 0.88409, saving model to model.h5 256/256 - 44s - loss: 0.8386 - accuracy: 0.6478 - val_loss: 0.8841 - val_accuracy: 0.6554 - lr: 0.0010 - 44s/epoch - 171ms/step Epoch 11/200 Epoch 11: val_loss did not improve from 0.88409 256/256 - 40s - loss: 0.8276 - accuracy: 0.6506 - val_loss: 0.8864 - val_accuracy: 0.6422 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 12/200 Epoch 12: val_loss did not improve from 0.88409 256/256 - 41s - loss: 0.8004 - accuracy: 0.6558 - val_loss: 1.3144 - val_accuracy: 0.5843 - lr: 0.0010 - 41s/epoch - 162ms/step Epoch 13/200 Epoch 13: val_loss did not improve from 0.88409 256/256 - 41s - loss: 0.7908 - accuracy: 0.6588 - val_loss: 0.9232 - val_accuracy: 0.6461 - lr: 0.0010 - 41s/epoch - 159ms/step Epoch 14/200 Epoch 14: val_loss did not improve from 0.88409 256/256 - 39s - loss: 0.7757 - accuracy: 0.6593 - val_loss: 0.9199 - val_accuracy: 0.6371 - lr: 0.0010 - 39s/epoch - 153ms/step Epoch 15/200 Epoch 15: val_loss did not improve from 0.88409 256/256 - 41s - loss: 0.7559 - accuracy: 0.6664 - val_loss: 0.9940 - val_accuracy: 0.6141 - lr: 0.0010 - 41s/epoch - 160ms/step Epoch 16/200 Epoch 16: val_loss did not improve from 0.88409 256/256 - 41s - loss: 0.7407 - accuracy: 0.6661 - val_loss: 1.0653 - val_accuracy: 0.6102 - lr: 0.0010 - 41s/epoch - 161ms/step Epoch 17/200 Epoch 17: val_loss improved from 0.88409 to 0.87669, saving model to model.h5 256/256 - 41s - loss: 0.7494 - accuracy: 0.6696 - val_loss: 0.8767 - val_accuracy: 0.6556 - lr: 0.0010 - 41s/epoch - 160ms/step Epoch 18/200 Epoch 18: val_loss improved from 0.87669 to 0.82046, saving model to model.h5 256/256 - 41s - loss: 0.7281 - accuracy: 0.6728 - val_loss: 0.8205 - val_accuracy: 0.6702 - lr: 0.0010 - 41s/epoch - 162ms/step Epoch 19/200 Epoch 19: val_loss did not improve from 0.82046 256/256 - 39s - loss: 0.7209 - accuracy: 0.6802 - val_loss: 1.2014 - val_accuracy: 0.5692 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 20/200 Epoch 20: val_loss did not improve from 0.82046 256/256 - 40s - loss: 0.7176 - accuracy: 0.6768 - val_loss: 0.8788 - val_accuracy: 0.6529 - lr: 0.0010 - 40s/epoch - 158ms/step Epoch 21/200 Epoch 21: val_loss did not improve from 0.82046 256/256 - 39s - loss: 0.7131 - accuracy: 0.6837 - val_loss: 0.9251 - val_accuracy: 0.6432 - lr: 0.0010 - 39s/epoch - 152ms/step Epoch 22/200 Epoch 22: val_loss improved from 0.82046 to 0.76214, saving model to model.h5 256/256 - 43s - loss: 0.7011 - accuracy: 0.6825 - val_loss: 0.7621 - val_accuracy: 0.6803 - lr: 0.0010 - 43s/epoch - 167ms/step Epoch 23/200 Epoch 23: val_loss did not improve from 0.76214 256/256 - 39s - loss: 0.6848 - accuracy: 0.6895 - val_loss: 0.9915 - val_accuracy: 0.6356 - lr: 0.0010 - 39s/epoch - 153ms/step Epoch 24/200 Epoch 24: val_loss did not improve from 0.76214 256/256 - 40s - loss: 0.6918 - accuracy: 0.6856 - val_loss: 0.9792 - val_accuracy: 0.6266 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 25/200 Epoch 25: val_loss improved from 0.76214 to 0.73950, saving model to model.h5 256/256 - 43s - loss: 0.6727 - accuracy: 0.6909 - val_loss: 0.7395 - val_accuracy: 0.6961 - lr: 0.0010 - 43s/epoch - 166ms/step Epoch 26/200 Epoch 26: val_loss improved from 0.73950 to 0.72564, saving model to model.h5 256/256 - 42s - loss: 0.6779 - accuracy: 0.6892 - val_loss: 0.7256 - val_accuracy: 0.6839 - lr: 0.0010 - 42s/epoch - 165ms/step Epoch 27/200 Epoch 27: val_loss did not improve from 0.72564 256/256 - 41s - loss: 0.6748 - accuracy: 0.6919 - val_loss: 0.9044 - val_accuracy: 0.6480 - lr: 0.0010 - 41s/epoch - 160ms/step Epoch 28/200 Epoch 28: val_loss improved from 0.72564 to 0.69614, saving model to model.h5 256/256 - 43s - loss: 0.6681 - accuracy: 0.6934 - val_loss: 0.6961 - val_accuracy: 0.6910 - lr: 0.0010 - 43s/epoch - 167ms/step Epoch 29/200 Epoch 29: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.6693 - accuracy: 0.6948 - val_loss: 0.9409 - val_accuracy: 0.6373 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 30/200 Epoch 30: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6607 - accuracy: 0.6957 - val_loss: 1.4276 - val_accuracy: 0.5790 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 31/200 Epoch 31: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6559 - accuracy: 0.6952 - val_loss: 0.9596 - val_accuracy: 0.6297 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 32/200 Epoch 32: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.6565 - accuracy: 0.6985 - val_loss: 0.9316 - val_accuracy: 0.6441 - lr: 0.0010 - 41s/epoch - 159ms/step Epoch 33/200 Epoch 33: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.6518 - accuracy: 0.7012 - val_loss: 0.8834 - val_accuracy: 0.6693 - lr: 0.0010 - 41s/epoch - 158ms/step Epoch 34/200 Epoch 34: val_loss did not improve from 0.69614 256/256 - 42s - loss: 0.6500 - accuracy: 0.6994 - val_loss: 0.7290 - val_accuracy: 0.6900 - lr: 0.0010 - 42s/epoch - 162ms/step Epoch 35/200 Epoch 35: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6521 - accuracy: 0.6975 - val_loss: 1.4051 - val_accuracy: 0.5729 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 36/200 Epoch 36: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6454 - accuracy: 0.7038 - val_loss: 1.4618 - val_accuracy: 0.5516 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 37/200 Epoch 37: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6382 - accuracy: 0.7035 - val_loss: 0.8736 - val_accuracy: 0.6676 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 38/200 Epoch 38: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6385 - accuracy: 0.7049 - val_loss: 0.9705 - val_accuracy: 0.6380 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 39/200 Epoch 39: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6392 - accuracy: 0.7034 - val_loss: 0.8311 - val_accuracy: 0.6690 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 40/200 Epoch 40: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6247 - accuracy: 0.7055 - val_loss: 1.2167 - val_accuracy: 0.5685 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 41/200 Epoch 41: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.6301 - accuracy: 0.7039 - val_loss: 0.8661 - val_accuracy: 0.6473 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 42/200 Epoch 42: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.6297 - accuracy: 0.7046 - val_loss: 1.1714 - val_accuracy: 0.6405 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 43/200 Epoch 43: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6164 - accuracy: 0.7138 - val_loss: 1.2140 - val_accuracy: 0.5794 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 44/200 Epoch 44: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6198 - accuracy: 0.7083 - val_loss: 0.7414 - val_accuracy: 0.6854 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 45/200 Epoch 45: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6172 - accuracy: 0.7091 - val_loss: 0.8457 - val_accuracy: 0.6722 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 46/200 Epoch 46: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6236 - accuracy: 0.7112 - val_loss: 1.0840 - val_accuracy: 0.6222 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 47/200 Epoch 47: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6122 - accuracy: 0.7172 - val_loss: 0.9765 - val_accuracy: 0.6412 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 48/200 Epoch 48: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.6107 - accuracy: 0.7106 - val_loss: 0.7761 - val_accuracy: 0.6754 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 49/200 Epoch 49: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6182 - accuracy: 0.7134 - val_loss: 1.1187 - val_accuracy: 0.5836 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 50/200 Epoch 50: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6280 - accuracy: 0.7070 - val_loss: 0.7676 - val_accuracy: 0.6729 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 51/200 Epoch 51: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6142 - accuracy: 0.7110 - val_loss: 1.0625 - val_accuracy: 0.6117 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 52/200 Epoch 52: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.6070 - accuracy: 0.7150 - val_loss: 0.9315 - val_accuracy: 0.6563 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 53/200 Epoch 53: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.6061 - accuracy: 0.7153 - val_loss: 0.8076 - val_accuracy: 0.6651 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 54/200 Epoch 54: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.6069 - accuracy: 0.7138 - val_loss: 0.8244 - val_accuracy: 0.6695 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 55/200 Epoch 55: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5979 - accuracy: 0.7220 - val_loss: 0.7802 - val_accuracy: 0.6583 - lr: 0.0010 - 39s/epoch - 150ms/step Epoch 56/200 Epoch 56: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5962 - accuracy: 0.7170 - val_loss: 0.9019 - val_accuracy: 0.6483 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 57/200 Epoch 57: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.6035 - accuracy: 0.7165 - val_loss: 0.9970 - val_accuracy: 0.6490 - lr: 0.0010 - 41s/epoch - 162ms/step Epoch 58/200 Epoch 58: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5966 - accuracy: 0.7218 - val_loss: 0.8846 - val_accuracy: 0.6629 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 59/200 Epoch 59: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5919 - accuracy: 0.7194 - val_loss: 0.8669 - val_accuracy: 0.6422 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 60/200 Epoch 60: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5897 - accuracy: 0.7233 - val_loss: 0.7430 - val_accuracy: 0.6844 - lr: 0.0010 - 39s/epoch - 153ms/step Epoch 61/200 Epoch 61: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5833 - accuracy: 0.7245 - val_loss: 0.7810 - val_accuracy: 0.6651 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 62/200 Epoch 62: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5899 - accuracy: 0.7217 - val_loss: 0.7208 - val_accuracy: 0.6873 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 63/200 Epoch 63: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5890 - accuracy: 0.7258 - val_loss: 1.6265 - val_accuracy: 0.5116 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 64/200 Epoch 64: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5869 - accuracy: 0.7232 - val_loss: 1.1965 - val_accuracy: 0.5941 - lr: 0.0010 - 39s/epoch - 152ms/step Epoch 65/200 Epoch 65: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5779 - accuracy: 0.7291 - val_loss: 0.8557 - val_accuracy: 0.6632 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 66/200 Epoch 66: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5845 - accuracy: 0.7251 - val_loss: 0.9938 - val_accuracy: 0.6412 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 67/200 Epoch 67: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5837 - accuracy: 0.7240 - val_loss: 0.8384 - val_accuracy: 0.6541 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 68/200 Epoch 68: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5825 - accuracy: 0.7291 - val_loss: 0.7665 - val_accuracy: 0.6795 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 69/200 Epoch 69: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.5798 - accuracy: 0.7286 - val_loss: 0.8888 - val_accuracy: 0.6444 - lr: 0.0010 - 41s/epoch - 162ms/step Epoch 70/200 Epoch 70: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5713 - accuracy: 0.7332 - val_loss: 0.8125 - val_accuracy: 0.6605 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 71/200 Epoch 71: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5802 - accuracy: 0.7264 - val_loss: 0.7503 - val_accuracy: 0.6746 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 72/200 Epoch 72: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5718 - accuracy: 0.7322 - val_loss: 0.8960 - val_accuracy: 0.6383 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 73/200 Epoch 73: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5674 - accuracy: 0.7325 - val_loss: 0.9751 - val_accuracy: 0.6165 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 74/200 Epoch 74: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5711 - accuracy: 0.7345 - val_loss: 0.9363 - val_accuracy: 0.6168 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 75/200 Epoch 75: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5730 - accuracy: 0.7334 - val_loss: 1.0197 - val_accuracy: 0.6158 - lr: 0.0010 - 40s/epoch - 158ms/step Epoch 76/200 Epoch 76: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5685 - accuracy: 0.7337 - val_loss: 0.7670 - val_accuracy: 0.6710 - lr: 0.0010 - 39s/epoch - 150ms/step Epoch 77/200 Epoch 77: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5634 - accuracy: 0.7341 - val_loss: 0.8197 - val_accuracy: 0.6473 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 78/200 Epoch 78: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5624 - accuracy: 0.7344 - val_loss: 0.7533 - val_accuracy: 0.6742 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 79/200 Epoch 79: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5643 - accuracy: 0.7373 - val_loss: 0.6975 - val_accuracy: 0.6876 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 80/200 Epoch 80: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5566 - accuracy: 0.7401 - val_loss: 0.9447 - val_accuracy: 0.6090 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 81/200 Epoch 81: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5561 - accuracy: 0.7372 - val_loss: 0.8516 - val_accuracy: 0.6524 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 82/200 Epoch 82: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5584 - accuracy: 0.7384 - val_loss: 1.2817 - val_accuracy: 0.5646 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 83/200 Epoch 83: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5529 - accuracy: 0.7403 - val_loss: 0.7735 - val_accuracy: 0.6663 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 84/200 Epoch 84: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5493 - accuracy: 0.7408 - val_loss: 0.9402 - val_accuracy: 0.6207 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 85/200 Epoch 85: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5488 - accuracy: 0.7449 - val_loss: 0.7386 - val_accuracy: 0.6749 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 86/200 Epoch 86: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5495 - accuracy: 0.7398 - val_loss: 0.9514 - val_accuracy: 0.6407 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 87/200 Epoch 87: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5476 - accuracy: 0.7416 - val_loss: 1.0719 - val_accuracy: 0.5965 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 88/200 Epoch 88: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5450 - accuracy: 0.7406 - val_loss: 0.7953 - val_accuracy: 0.6651 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 89/200 Epoch 89: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5441 - accuracy: 0.7441 - val_loss: 0.7961 - val_accuracy: 0.6510 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 90/200 Epoch 90: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5424 - accuracy: 0.7458 - val_loss: 0.7475 - val_accuracy: 0.6659 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 91/200 Epoch 91: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5407 - accuracy: 0.7438 - val_loss: 0.8507 - val_accuracy: 0.6475 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 92/200 Epoch 92: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5392 - accuracy: 0.7461 - val_loss: 0.9554 - val_accuracy: 0.6336 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 93/200 Epoch 93: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5429 - accuracy: 0.7443 - val_loss: 0.7556 - val_accuracy: 0.6661 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 94/200 Epoch 94: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5355 - accuracy: 0.7502 - val_loss: 0.8917 - val_accuracy: 0.6258 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 95/200 Epoch 95: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5402 - accuracy: 0.7491 - val_loss: 0.8251 - val_accuracy: 0.6534 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 96/200 Epoch 96: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5327 - accuracy: 0.7465 - val_loss: 0.8090 - val_accuracy: 0.6593 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 97/200 Epoch 97: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5261 - accuracy: 0.7517 - val_loss: 0.8714 - val_accuracy: 0.6414 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 98/200 Epoch 98: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5224 - accuracy: 0.7549 - val_loss: 0.7671 - val_accuracy: 0.6634 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 99/200 Epoch 99: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5262 - accuracy: 0.7533 - val_loss: 0.8245 - val_accuracy: 0.6634 - lr: 0.0010 - 39s/epoch - 152ms/step Epoch 100/200 Epoch 100: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5224 - accuracy: 0.7563 - val_loss: 0.8839 - val_accuracy: 0.6197 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 101/200 Epoch 101: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5175 - accuracy: 0.7598 - val_loss: 0.9140 - val_accuracy: 0.6427 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 102/200 Epoch 102: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5160 - accuracy: 0.7614 - val_loss: 0.7739 - val_accuracy: 0.6671 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 103/200 Epoch 103: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5175 - accuracy: 0.7590 - val_loss: 0.8539 - val_accuracy: 0.6427 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 104/200 Epoch 104: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5147 - accuracy: 0.7612 - val_loss: 1.5551 - val_accuracy: 0.5092 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 105/200 Epoch 105: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5114 - accuracy: 0.7635 - val_loss: 0.9611 - val_accuracy: 0.6297 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 106/200 Epoch 106: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5168 - accuracy: 0.7588 - val_loss: 1.4607 - val_accuracy: 0.5306 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 107/200 Epoch 107: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.5180 - accuracy: 0.7609 - val_loss: 1.0717 - val_accuracy: 0.5956 - lr: 0.0010 - 41s/epoch - 160ms/step Epoch 108/200 Epoch 108: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5135 - accuracy: 0.7612 - val_loss: 1.1968 - val_accuracy: 0.5973 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 109/200 Epoch 109: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5129 - accuracy: 0.7631 - val_loss: 1.0552 - val_accuracy: 0.6085 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 110/200 Epoch 110: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5125 - accuracy: 0.7609 - val_loss: 0.7943 - val_accuracy: 0.6585 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 111/200 Epoch 111: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.5031 - accuracy: 0.7652 - val_loss: 0.7464 - val_accuracy: 0.6761 - lr: 0.0010 - 39s/epoch - 153ms/step Epoch 112/200 Epoch 112: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4981 - accuracy: 0.7682 - val_loss: 0.8634 - val_accuracy: 0.6410 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 113/200 Epoch 113: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.5045 - accuracy: 0.7674 - val_loss: 0.9610 - val_accuracy: 0.6424 - lr: 0.0010 - 38s/epoch - 148ms/step Epoch 114/200 Epoch 114: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.5004 - accuracy: 0.7674 - val_loss: 0.9042 - val_accuracy: 0.6546 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 115/200 Epoch 115: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.4955 - accuracy: 0.7724 - val_loss: 0.8165 - val_accuracy: 0.6649 - lr: 0.0010 - 41s/epoch - 161ms/step Epoch 116/200 Epoch 116: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4938 - accuracy: 0.7702 - val_loss: 0.9209 - val_accuracy: 0.6268 - lr: 0.0010 - 38s/epoch - 147ms/step Epoch 117/200 Epoch 117: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4889 - accuracy: 0.7757 - val_loss: 1.5283 - val_accuracy: 0.5279 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 118/200 Epoch 118: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4913 - accuracy: 0.7706 - val_loss: 0.8882 - val_accuracy: 0.6505 - lr: 0.0010 - 39s/epoch - 153ms/step Epoch 119/200 Epoch 119: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4918 - accuracy: 0.7759 - val_loss: 0.9786 - val_accuracy: 0.6434 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 120/200 Epoch 120: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4908 - accuracy: 0.7762 - val_loss: 0.8526 - val_accuracy: 0.6495 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 121/200 Epoch 121: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4872 - accuracy: 0.7729 - val_loss: 0.9193 - val_accuracy: 0.6190 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 122/200 Epoch 122: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4826 - accuracy: 0.7783 - val_loss: 0.8125 - val_accuracy: 0.6661 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 123/200 Epoch 123: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4863 - accuracy: 0.7769 - val_loss: 0.8692 - val_accuracy: 0.6466 - lr: 0.0010 - 40s/epoch - 158ms/step Epoch 124/200 Epoch 124: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4818 - accuracy: 0.7826 - val_loss: 0.9659 - val_accuracy: 0.6073 - lr: 0.0010 - 38s/epoch - 149ms/step Epoch 125/200 Epoch 125: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4769 - accuracy: 0.7826 - val_loss: 1.0559 - val_accuracy: 0.6217 - lr: 0.0010 - 40s/epoch - 158ms/step Epoch 126/200 Epoch 126: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4820 - accuracy: 0.7802 - val_loss: 0.9848 - val_accuracy: 0.6087 - lr: 0.0010 - 39s/epoch - 154ms/step Epoch 127/200 Epoch 127: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4719 - accuracy: 0.7891 - val_loss: 0.9348 - val_accuracy: 0.6419 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 128/200 Epoch 128: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.4742 - accuracy: 0.7830 - val_loss: 0.8295 - val_accuracy: 0.6619 - lr: 0.0010 - 41s/epoch - 161ms/step Epoch 129/200 Epoch 129: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4683 - accuracy: 0.7893 - val_loss: 1.0461 - val_accuracy: 0.6109 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 130/200 Epoch 130: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4643 - accuracy: 0.7888 - val_loss: 0.8579 - val_accuracy: 0.6580 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 131/200 Epoch 131: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4583 - accuracy: 0.7915 - val_loss: 0.9298 - val_accuracy: 0.6444 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 132/200 Epoch 132: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4627 - accuracy: 0.7870 - val_loss: 1.0565 - val_accuracy: 0.6082 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 133/200 Epoch 133: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4659 - accuracy: 0.7916 - val_loss: 1.2365 - val_accuracy: 0.5892 - lr: 0.0010 - 40s/epoch - 155ms/step Epoch 134/200 Epoch 134: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4645 - accuracy: 0.7871 - val_loss: 0.9613 - val_accuracy: 0.6141 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 135/200 Epoch 135: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4557 - accuracy: 0.7963 - val_loss: 0.8625 - val_accuracy: 0.6480 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 136/200 Epoch 136: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4481 - accuracy: 0.7978 - val_loss: 0.9111 - val_accuracy: 0.6598 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 137/200 Epoch 137: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4431 - accuracy: 0.8019 - val_loss: 0.9395 - val_accuracy: 0.6361 - lr: 0.0010 - 40s/epoch - 156ms/step Epoch 138/200 Epoch 138: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4452 - accuracy: 0.7990 - val_loss: 0.8934 - val_accuracy: 0.6544 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 139/200 Epoch 139: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4461 - accuracy: 0.7982 - val_loss: 0.9150 - val_accuracy: 0.6429 - lr: 0.0010 - 40s/epoch - 158ms/step Epoch 140/200 Epoch 140: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4417 - accuracy: 0.8023 - val_loss: 0.9097 - val_accuracy: 0.6493 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 141/200 Epoch 141: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4401 - accuracy: 0.7984 - val_loss: 1.3122 - val_accuracy: 0.5609 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 142/200 Epoch 142: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4379 - accuracy: 0.8043 - val_loss: 0.9646 - val_accuracy: 0.6451 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 143/200 Epoch 143: val_loss did not improve from 0.69614 256/256 - 38s - loss: 0.4404 - accuracy: 0.7986 - val_loss: 1.0726 - val_accuracy: 0.6014 - lr: 0.0010 - 38s/epoch - 150ms/step Epoch 144/200 Epoch 144: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.4342 - accuracy: 0.8012 - val_loss: 0.9439 - val_accuracy: 0.6483 - lr: 0.0010 - 41s/epoch - 161ms/step Epoch 145/200 Epoch 145: val_loss did not improve from 0.69614 256/256 - 40s - loss: 0.4335 - accuracy: 0.8023 - val_loss: 1.0145 - val_accuracy: 0.6349 - lr: 0.0010 - 40s/epoch - 157ms/step Epoch 146/200 Epoch 146: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4306 - accuracy: 0.8067 - val_loss: 1.1582 - val_accuracy: 0.5877 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 147/200 Epoch 147: val_loss did not improve from 0.69614 256/256 - 42s - loss: 0.4352 - accuracy: 0.8007 - val_loss: 0.9906 - val_accuracy: 0.6327 - lr: 0.0010 - 42s/epoch - 166ms/step Epoch 148/200 Epoch 148: val_loss did not improve from 0.69614 256/256 - 39s - loss: 0.4237 - accuracy: 0.8086 - val_loss: 1.0388 - val_accuracy: 0.6297 - lr: 0.0010 - 39s/epoch - 151ms/step Epoch 149/200 Epoch 149: val_loss did not improve from 0.69614 256/256 - 41s - loss: 0.4205 - accuracy: 0.8099 - val_loss: 1.2136 - val_accuracy: 0.5790 - lr: 0.0010 - 41s/epoch - 159ms/step Epoch 150/200 Epoch 150: val_loss did not improve from 0.69614 256/256 - 42s - loss: 0.4200 - accuracy: 0.8116 - val_loss: 0.9013 - val_accuracy: 0.6561 - lr: 0.0010 - 42s/epoch - 165ms/step Epoch 151/200
In [ ]:
# computing the final loss and accuracy
#model = load_model('../output/kaggle/working/model.h5')
final_loss, final_accuracy = model.evaluate(X_val, Y_val)
print('Final Loss: {}, Final Accuracy: {}'.format(final_loss, final_accuracy))
In [ ]:
#Findong and plotting the confusion matrix
Y_pred = model.predict(X_val)
Y_pred = np.argmax(Y_pred, axis=1)
Y_true = np.argmax(Y_val, axis=1)
cm = confusion_matrix(Y_true, Y_pred)
plt.figure(figsize=(12, 12))
ax = sns.heatmap(cm, cmap=plt.cm.Greens, annot=True, square=True, xticklabels=plant_train_type, yticklabels=plant_train_type)
ax.set_ylabel('Actual', fontsize=40)
ax.set_xlabel('Predicted', fontsize=40)
In [ ]:
from sklearn.metrics import classification_report
print(classification_report(Y_true, Y_pred, target_names=plant_train_type))
In [ ]:
# accuracy plot
plt.plot(hist.history['accuracy'])
plt.plot(hist.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# loss plot
plt.plot(hist.history['loss'])
plt.plot(hist.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
In [ ]:
# making prediction from an image
from skimage import io
from tensorflow.keras.utils import load_img, img_to_array
# from keras.utils import image
img = load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(64, 64))
show_img=load_img('/content/gdrive/MyDrive/PlantDoc-Dataset-master/PlantDoc-Dataset-master/test/Blueberry leaf/blueberry-leaves-normal-above-and-iron-deficient-below-bgahf8.jpg', grayscale=False, target_size=(200, 200))
x = img_to_array(img)
x = np.expand_dims(x, axis = 0)
x /= 255
custom = model.predict(x)
print(custom[0])
plt.imshow(show_img)
plt.show()
a=custom[0]
ind=np.argmax(a)
print('Prediction:',plant_train_type[ind])